Agentic Index

Agentic Index

Compare the best Agent infrastructure platforms (2026)

This comparison scores all 187 agent infrastructure platforms across the same 14 agentic AI capabilities, researched from public sources. FLOWX.AI shows the broadest documented coverage; see the full ranking for the ordered list.

This page compares 187 agent infrastructure platforms that provide deployment, orchestration, and OS-level tooling for production agents. Each vendor is scored across 14 buyer-facing capabilities, including runtime control, observability, security, and extensibility. It presents the full category in a single matrix.

Feature coverage ranking. Scores are based on public-source research across 14 buyer-facing agentic AI capabilities. Unknown / Unspecified means evidence was insufficient in the reviewed public materials, not a definitive absence of capability.

Pricing snapshot

Sourced from the Index pricing dataset · open each vendor's profile for full detail.

Pricing
F
FLOWX.AI
M
Mastra
A
Agno
A
AutoGPT
T
Tray.ai
W
Writer
A
Akka
K
Kestra
L
Latenode
S
SimplAI
E
Edge Delta
H
Haystack
I
Infobip
L
LlamaIndex
P
Pydantic AI
S
SmythOS
S
SnapLogic
S
SuperAGI
W
Windmill
x
xpander.ai		 Datafold logoDatafold Delight.ai logoDelight.ai Gnani.ai logoGnani.ai Itential logoItential LangChain logoLangChain LangSmith logoLangSmith nexos.ai logonexos.ai Anchor Browser logoAnchor Browser Pipedream logoPipedream Smallest AI logoSmallest AI Sourcegraph logoSourcegraph Tembo logoTembo Thread AI logoThread AI Trigger.dev logoTrigger.dev Vellum logoVellum Apify logoApify Bernstein logoBernstein Bluebricks logoBluebricks Cartesia logoCartesia Forest logoForest Moderne logoModerne Netlify logoNetlify OpenRouter logoOpenRouter Pipecat logoPipecat SentinelOne logoSentinelOne Braintrust logoBraintrust Browserbase logoBrowserbase Inngest logoInngest LangWatch logoLangWatch Letta logoLetta Paragon logoParagon QA Wolf logoQA Wolf Waniwani logoWaniwani Zaro logoZaro AlphaBitCore logoAlphaBitCore Avesha logoAvesha Chamber logoChamber Corti logoCorti Instantly logoInstantly lemlist logolemlist LiteLLM logoLiteLLM Personal AI logoPersonal AI TrueFoundry logoTrueFoundry Airtop logoAirtop Arize AI logoArize AI Capsule Security logoCapsule Security Celonis logoCelonis Extend logoExtend F5 AI Guardrails logoF5 AI Guardrails Galileo logoGalileo HiddenLayer logoHiddenLayer Island logoIsland Langbase logoLangbase MakinaRocks logoMakinaRocks Maxim AI logoMaxim AI Opik logoOpik Phonic logoPhonic SageOx logoSageOx W&B Weave logoW&B Weave Zenity logoZenity Browserless logoBrowserless C TWO logoC TWO Composio logoComposio Confident AI logoConfident AI DBOS logoDBOS DeepKeep logoDeepKeep E2B logoE2B Fiddler AI logoFiddler AI Firecrawl logoFirecrawl Hatchet logoHatchet HoneyHive logoHoneyHive Inworld AI logoInworld AI Jetty logoJetty Kernel logoKernel Kong logoKong Langfuse logoLangfuse Okta logoOkta Restate logoRestate Sales Layer logoSales Layer Shopify logoShopify Straiker logoStraiker Temporal logoTemporal WitnessAI logoWitnessAI Autobound logoAutobound Bright Data logoBright Data Daytona logoDaytona Force Equals logoForce Equals Freeplay logoFreeplay Helicone logoHelicone Hyperbrowser logoHyperbrowser Idira logoIdira Kerno logoKerno Metorial logoMetorial Modal logoModal Monte Carlo logoMonte Carlo Repello AI logoRepello AI Senso logoSenso Snowplow logoSnowplow Stacklok logoStacklok Temporal Cortex logoTemporal Cortex Traceloop logoTraceloop Trent AI logoTrent AI Arcade logoArcade Beam logoBeam BotGauge logoBotGauge Deepgram logoDeepgram Fluid Topics logoFluid Topics Operant AI logoOperant AI Pillar Security logoPillar Security Portkey logoPortkey Smithery logoSmithery Cognee logoCognee GPT Researcher logoGPT Researcher Guardrails AI logoGuardrails AI Hyperspell logoHyperspell Klavis AI logoKlavis AI Lakera logoLakera Lasso Security logoLasso Security Lemony logoLemony Mindgard logoMindgard Noma Security logoNoma Security Stagehand logoStagehand Steel logoSteel Zep logoZep Clawvisor logoClawvisor Dome Systems logoDome Systems Exa logoExa Gentoro logoGentoro Hamming AI logoHamming AI Linx Security logoLinx Security Patronus AI logoPatronus AI Prime Intellect logoPrime Intellect AIsa logoAIsa Clutch Security logoClutch Security Lightpanda logoLightpanda Mem0 logoMem0 OpenBox AI logoOpenBox AI PRE Security logoPRE Security Stripe logoStripe Unikraft logoUnikraft Vocode logoVocode Voker logoVoker AgentQL logoAgentQL Apaleo logoApaleo BAND logoBAND Causa Prima logoCausa Prima Coral logoCoral AgentOps logoAgentOps Evoke Security logoEvoke Security Jina AI logoJina AI Rye logoRye Bright Data Agent Browser logoBright Data Agent Browser Catalog logoCatalog Circuit & Chisel logoCircuit & Chisel Cyara logoCyara Nektar.ai logoNektar.ai Nevermined logoNevermined Prefactor logoPrefactor Skyfire logoSkyfire Tavily logoTavily Lemrock logoLemrock Rime logoRime Speechmatics logoSpeechmatics Veecle logoVeecle TectoAI logoTectoAI Within logoWithin Relay.app logoRelay.app

Entry price

Lowest public entry point

 Contact sales; no public pricing. Priced against the value stream and sized in a customized demo. From $250/mo · free tier From $150/mo · free tier Free to self-host the open source platform with your own model API keys and infrastructure; the hosted cloud starts at Pro, $50 per month billed monthly with a 7-day free trial, with Max at $320 per month. Custom quote · free trial · Pro / Team / Enterprise Starter $29/user/mo annual ($39 monthly) · Enterprise custom Free for development; serverless Hobby $10/mo, Priority $0.25/Akka hour; self-managed per core, custom Free open source edition; Enterprise Edition and Kestra Cloud through sales, with no published rates Free with 10,000 CPU seconds a month; then pay as you go from $0.00012 per CPU second, no base fee $5/mo after 7 days free; Enterprise custom Seat price not published OSS free; Enterprise flex-priced No published platform rate. Channel messaging is pay-as-you-go per message by country and message type; the AgentOS subscription and processing fee are quoted through sales From $50/mo · free tier Free / OSS Free tier · paid plans + usage (Builder entry) Not public; enterprise pricing quoted through sales, typically consumption or tier based OSS free · platform seat $49/user/mo Community Edition free · Cloud Team $10 per seat a month · self-hosted Enterprise from $120 a month Free (no card) · pay as you go (usage in packs) · Team & Custom tiers Outcome based fixed price scoped per migration by number of legacy objects and complexity, with timeline and data parity guaranteed by contract. No public dollar figure. No published rate for the AI agent platform; quoted through sales. The separate Sendbird Chat SDK is billed per monthly active user with public list pricing. Not public; quoted through enterprise sales Quote only Free / OSS Developer free · Plus $39/seat/mo + pay-as-you-go · Enterprise custom 1-month and 12-month self-serve plans per seat; Enterprise custom through sales Free tier; Starter $50 per month Free plan (daily credit limit); paid plans on pipedream.com/pricing; credits per 30 seconds of compute Pay as you go from $0.05 a minute ($0.09 to $0.21 depending on models), plus $0.01 a minute hosting; $10 in free credits Enterprise from $16K a year (minimum annual contract, AI credits included) · Agentic Batch Changes billed per merged changeset 14-day free trial; Pro $60 a month as a usage allowance for up to 5 users; Max $200 a month for up to 10 users with priority support; overage billed on VM compute per hour and model tokens; Enterprise custom Not public; book a demo Free $0/mo with $5 credits · Hobby $10/mo · Pro $50/mo, each plus usage Vellum assistant: free start; Mighty $30/mo, Super $100/mo, Ultra $200/mo; the workflows and agent-builder platform is no longer priced on vellum.ai From $19/mo ($17 billed yearly) · free plan Free and open source (Apache 2.0) Enterprise pricing; not publicly listed (direct or AWS Marketplace) Free plan; Pro $5/mo; Startup $49/mo; Scale $299/mo; Enterprise; usage on credits and agent minutes Free Sandbox; Starter $499/month (annual) OpenRewrite is free and open source; the Moderne Platform lists typical prices of $250K for Commercial (up to about 1,000 developers), $2M for Enterprise and $5M for the Fully Managed Service, all through sales, with no billing period stated on the page Free plan · Personal from $9/mo (1,000 credits) · Pro $20/mo, unlimited members Free tier; pay as you go at provider rates plus a 5.5% platform fee (Business 8%) Free (open source) · Cloud from $0.01/agent min Singularity Complete at $179.99 per endpoint per year (about $15 a month); Commercial $229.99; Enterprise, which includes the agentic AI SOC analyst, quoted. Free Starter (1 GB data, 10K scores) · Pro $249/mo From $20 a month (Developer) · free tier Free $0/mo · Pro from $99/mo · Business from $499/mo · Enterprise custom Open source free · Developer free · Growth €29/core seat/mo + usage · Enterprise custom Free tier · Pro $20/mo · API plan $20/mo plus usage · self-host free Platform and Enterprise plans, priced by Connected Users; custom quote Platform 1¢ per AI credit + 15¢ per runner minute · managed service by quote Contact sales (demo request) Not public · fixed fee pilot Contact sales Enterprise pricing; not publicly listed Contact sales; plans tailored to fleet size Pay as you go: speech to text $0.0065 per minute; agents, coding and text generation $4 and $16 per million input and output tokens; $50 free credits From $47 a month (Outreach Growth); bundles with the AI Sales Agent from $94 a month, $85 billed yearly Email $69 a month ($55 billed annually), unlimited users; Multichannel $109 a month ($87 annually) per user; Enterprise custom Open source free to self-host; Enterprise annual, quoted by sales Not public Free Developer tier; Pro $25/user/mo; Enterprise contact sales Free (1,000 credits a month plus a 10,000 credit bonus); Starter from $29 a month; Professional from $189; Enterprise from $558; Custom From $50/mo · free tier + open source Contact sales Contact sales; no public pricing. Enterprise, multi year contracts. No figure confirmed. Extend meters on credits and offers both a self-serve Studio dashboard and a Book a demo path; no figure, tier or allowance is recorded and the badge is provisional. Contact sales From $100/mo billed yearly · free tier Contact sales; no prices are published. Contact sales From $100/mo · free tier (500 runs, 5MB memory) Enterprise pricing. Contact sales. Plans not published · sign-up and demo via the docs Open source free · Free Cloud · Pro $19/mo · Enterprise custom $0.14/min on Starter ($0/mo with $30 monthly credits); Pro $240/mo at $0.12/min Free to get started; paid prices not published Free tier · Pro from $60/mo + usage · Enterprise custom AWS Marketplace (Security Hub Extended): Observability at $130 per resource per month, plus Runtime Protection at $16 and Guardrails for AWS at $2 per million tokens per month. Free 1,000 units a month · Prototyping $35/mo ($25 billed annually) plus overage No public pricing; demo-led Free (100K tool calls/mo) · Scale $29/mo + usage · Enterprise custom From $200/mo · free plan + open source Library free · Pro $99/mo with 1M checkpoints · Teams $499/mo Contact for pricing Free Hobby ($100 one time credit) · Pro $150/mo + per second usage Free plan (guardrails) · Developer $0.002 per trace · Enterprise custom From $16/mo billed yearly · free tier + open source Developer free plus $10 per 1M runs · Team $500/mo plus usage Free Developer tier (10K events/mo, 5 users) · Enterprise contact sales On-Demand free entry · pay per use · credit plans $25 to $1,500/mo Scoop free · Squadron Platform $599/mo · Squadron Credit volume-based Developer free plus usage ($5 credits a month); Hobbyist $30 a month plus usage; Start-Up $200 plus usage; Enterprise custom 30-day free trial; Plus billed monthly per gateway (AI Gateway $100/month per model proxied); Enterprise custom Free Hobby (50K units/mo) · Core $29/mo · open source self host Workforce Identity Starter at $6 per user per month, billed annually with a $1,500 annual minimum; Okta for AI Agents is an add-on with no published price. Self-hosted server free; Restate Cloud Free plan with 100k durable actions a month; paid plan rates not readable on the pricing page AI agent usage is pay as you go; PIM plans are sales led and not publicly listed Agentic plan $0 a month, pay only when a sale is made AWS Marketplace: 12-month contract at $100,000 per year for platform access (about $8,333 a month), billed on committed units for the agent footprint; scoped quotes from the vendor. Pay-as-you-go from $0/mo plus usage · Business from $500/mo · Actions from $50 per million AWS Marketplace: 12-month contract for WitnessAI Agentic Visibility at $24 per agent per year with a 2,500-agent minimum ($60,000 a year, about $5,000 a month). Free to start with 1,000 credits and no card. Paid packs are one-time: $19 for 2,000 credits, $49 for 5,444, $149 for 19,867, $499 for 83,167, $1,299 for 288,667 and $4,999 for 1,249,750. Free 5,000 credits/mo · Web Unlocker and SERP from $1/1K requests · scrapers from $0.75/1K records · Browser API from $5/GB Usage based · $200 free compute · vCPU $0.0504/h, memory $0.0162/GiB-h Custom (pilot then enterprise) Free sign-up · paid and Enterprise plans not readable From $79/mo · free tier (10k requests/mo) + open source Free 5,000 credits · Startup $30/mo plus usage · browser hours $0.10 Contact sales Free · Pro $50 per developer per month Free Dev · Scale $250/mo incl. 20 seats + usage · Enterprise custom Free Starter ($30/mo credits); Team $250/mo; Enterprise; per second usage Usage based credits, $0.25 per credit on the Scale tier and $0.45 per credit on Enterprise, with total cost driven by how many monitors run and what they consume Contact sales; no prices published. Open-source tools are free. Not public; credits-based usage Free open source Community Edition to self host; commercial platform quoted through enterprise engagement, typically on event volume Open source ToolHive free; Stacklok Enterprise quoted through sales Free local and Starter · Developer Growth $29/mo + $0.10 per extra booking · Scale $99 · Enterprise custom (individual Pro $19/mo) Free up to 50,000 spans a month · Enterprise custom Not public; tailored proposal on request Free tier · Team $25/mo + usage · Enterprise custom Developer $0 plus usage · Team $89/mo plus usage · sandboxes from $0.319/hr Per test case (rate not published) · Scale custom Free $200 credit; Pay as you go; Growth from $4,000/year; Enterprise Enterprise pricing; not publicly listed Contact sales. Three plans (Pro, Scale, Enterprise) without published prices. Contact sales; no prices published. Demo on request. Free Developer plan · Production $49/mo · open source gateway free to self-host Free Hobby (50K RPCs) · Pay as you Go $10/mo + $0.10 per 1K RPCs · Custom Free (1M tokens) · Standard $1.00 per 1M tokens · Enterprise BYOC · open source Free and open source Open source (Apache 2.0) · hosted products by conversation Not public Free (open source servers and a hosted free plan); Pro and Enterprise unpriced; sandboxes by quote Free to start · plan prices not readable (client-rendered page) · enterprise via sales Contact sales; no prices published. Demo and a free assessment on request. Contact for pricing Contact sales; no prices published. Demo on request. Contact sales; no prices published. Demo on request. Free and open source (MIT) Launch $0 plus usage · Scale $250/mo plus usage · browser hours from $0.08 Free (10,000 credits/mo) · Flex $125/mo · Flex Plus $375/mo · Enterprise custom Free 1,000 calls/mo · Pro $150/mo ($120/mo billed annually) · packs $0.025 a call · self-host free Free (~5,000 actions/mo) · Pro $29/workspace · Team $299/mo · plus $1.43–$1.72 per 1,000 governed actions Usage based · $10 free credit/mo ($20 at sign up) · Search $7/1k requests Free playground · paid and enterprise contact sales All plans contact sales · start testing free Not public; quoted through sales, also listed on AWS and Azure Marketplace Developer free · API from $10 per 1,000 evaluator calls Usage based: sandboxes from about $0.08 an hour (1 vCPU, 2 GiB, 10 GB), GPUs per hour by provider, training per million tokens Pay as you go; Builder $39/month No public pricing; enterprise contracts are quoted through sales Open source engine free to self host; Cloud Explorer free (10 browser hours a month); Builder $19 a month (300 hours, then $0.08 an hour); Enterprise custom From $19/mo · free tier (10k add, 1k retrieval/mo) + open source Growth free to start · Enterprise custom quote Contact sales; no public pricing Standard Stripe processing rates by country; no separate agentic rate published Hobby free · Team from $39/mo · Pro $199/mo Free (open source, MIT) Free · paid from $80/month Free trial (300 API calls); Starter $0 a month, pay as you go at $0.02 a call; Professional $99 a month; Enterprise custom €8 per room per month, with a €400 per month minimum; Apaleo Pay from 0.6% of transactions Free tier · Pro $17.99/mo · Enterprise custom Free (SMB); contact for enterprise Open source free (Apache 2.0, self hosted); Team $249 a month plus $0.005 per query above 50,000; Enterprise custom Free up to 5,000 events · Pro from $40/mo · Enterprise custom No public pricing; the site directs buyers to contact Evoke. Pre seed, enterprise sales led with a demo based motion. Free API key tokens · pay-as-you-go token top-ups · premium keys for higher limits · AWS and Azure deployment Developer plan at $149 per month including fifteen hundred orders, then $0.05 per additional order, with a thirty day free trial Free tier (1 GB a month on the Browser API pricing page); pay as you go $8 a GB; Scale $499 a month with 71 GB; Enterprise custom Not publicly listed; early access Free account; pay as you go per model and tool call from a pre funded balance, $5 starting credit for a self registered agent No public pricing; enterprise contracts are quoted through sales Not published; Bloom and Harvest plans per user, on request Free; Premium $250/month plus 1-2% of settled volume Dev free (5,000 spans) · Startup $49/mo · Scaleup $199/mo · plus per-span overage Free signup; verification by subscription (price not published) Free 1,000 credits/mo · Project $30/mo (4,000 credits) · pay as you go $0.008/credit · Enterprise custom No public pricing; contracts are quoted through sales Starter: about 800 free minutes, then $0.03 to $0.05 per 1K characters; Enterprise custom Free $100 credit · Pro pay as you go from $0.129/hr (Batch Melia 1); Agent STT $0.16/hr Free: €0 forever with 1,000 credits a day; paid top-ups (€10 per 1,000 credits) announced as coming soon Contact sales Contact for pricing No longer sold. Relay.app shut down in September 2026.

Pricing confidence

How public the numbers are

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Billing

Primary billing axis

 enterprise subscription plus value streams / agents hybrid flat The Pro or Max subscription covers Otto and Expert chat usage, with Max at 8.5 times Pro; workflow runs draw from a prepaid credit wallet at the same rate on every plan, with a spending cap per Expert. usage (tasks) seats compute cores or platform license (not publicly disclosed) Enterprise Edition is an annual subscription per instance with unlimited flows, tasks and executions; Kestra Cloud is billed on usage; the open source edition is free to self host CPU seconds of workflow runtime credits, with a hard daily run cap and per tier limits on applications, users and dataset storage credits (shared pool across AI tokens and storage), seats provision credits hybrid per message and interaction by channel and country, plus platform tier credits usage platform fee + model/runtime usage platform tier plus integration and agentic consumption per user + credits + credit packs Cloud: per seat per month. Self-hosted Enterprise: developer seats, operator seats at half price, and compute units per worker (standard worker $50 a month); app guests beyond 100 a month count as seats usage number of legacy objects and migration complexity monthly active users, message volume, and AI resolutions Not published agent_runs usage Per seat on Developer and Plus plus pay-as-you-go usage: base traces beyond the included amount, and LangChain Compute Units ($1.50) and Storage Units ($1.00) for deployments, Fleet, Engine and sandboxes Per seat on 1-month or 12-month plans, each seat with a monthly credit allowance; Gateway API usage on separately prepaid credits; Enterprise terms custom Plan fee plus metered usage: per browser created, per browser hour, per proxy GB, and per AI step priced by model tier; credits overage at $1 per credit on Starter and Growth Credits (one per 30 seconds of compute at 256MB); Connect adds end users who connect accounts per agent minute by model choice, plus a per minute hosting fee Annual platform contract that scales with team size, with AI-feature credits included per user and pooled org-wide; Agentic Batch Changes charged per merged changeset. monthly usage allowance per plan, drawn down by VM compute time and model tokens, with overage billing enterprise subscription scoped to workflows, usage, and deployment model Plan fee with matching monthly usage credits, then seconds of compute at a per machine rate plus a per run charge; the open source release is free to self host hybrid (subscription machine and storage tiers plus model tokens at cost) compute units plus proxy GB, storage, and per Actor fees none Enterprise engagements available directly and via AWS Marketplace, where recurring usage fees appear on the AWS bill. credits (characters, seconds) and agent minutes Annual plans priced per identity (humans, AI agents and external users count the same) with monthly audit event allotments and per event overage commercial licenses on top of a free open source engine, with extended language recipe execution explicitly requiring a Moderne license Flat monthly plan with a credit allowance shared by deploys, compute, AI Gateway inference and agent runs usage credits usage Per endpoint per year, plus Singularity Credits for AI work usage hybrid Plan fee with included executions (runs times steps plus one), events, span data and scores, with add-ons and overages above them; functions run on the customer's own hosting, billed separately Per core seat plus events beyond the included amount, plus storage beyond the included retention usage Connected Users (customer tenants using integrations), with default usage built in per plan Platform: $0.01 per AI credit and $0.15 per runner minute, no seat fees; Coverage as a Service: priced by the number of tests under management free open source SDK plus paid infrastructure modules, likely usage or funnel based fixed fee pilot, then annual enterprise contract, not per seat Three offerings: the open source Nexus AI Gateway (free), Nexus AI Gateway Enterprise (annual subscription), and AlphaBitCore Prime (annual license or usage credits). Enterprise engagements scoped to environment size and workloads; self hosted install with provisioned credentials. Custom plan by fleet size, infrastructure and team needs; the customer's own GPU and cloud costs are separate Credits: audio per minute, text per million input and output tokens, from one balance. plan subscription (outreach, credits or bundle) plus per action credits for the agents flat workspace price on Email, per user on Multichannel, plus monthly data add-ons license and self hosted infrastructure Not published; the site lists no pricing page. per user plus gateway requests and MCP tool calls above the included allowance not captured Flat monthly plan with usage overage on trace spans and ingestion (GB) — not disclosed; enterprise platform subscription Credit-based, confirmed first-party by a dedicated documentation page at docs.extend.ai/general/how-credits-work sitting beside Rate Limits, Async Processing and Batch Processing. Credits are the metering unit for document processing volume. No rate, allowance or tier figure was retrieved this pass. not published Monthly traces within subscription tiers; Pro pricing scales with trace volume Inference, not stated by the vendor: modules adopted and the scope of models, applications and agents covered. enterprise contract Subscription tiers metered in Langbase credits, agent runs (each run is up to 1,000 tokens), and memory read/write units and storage — Not published; the platform's plans no longer appear on getmaxim.ai/pricing, and its documentation offers sign-up and a demo Monthly plan fee plus spans beyond the included amount; Ollie coding harness usage bought as tokens after a free trial per conversation minute Not published; free to get started with self-serve signup. Monthly plan fee plus usage meters for storage and Weave data ingestion Per monitored resource per month for observability, plus per million tokens for runtime protection and guardrails (AWS Security Hub Extended); private-offer contracts otherwise. Units: 1 unit per 30 seconds of browser time per connection (reconnects start a new unit), 6 units per MB of residential proxy, 2 per MB of datacenter proxy, 10 per successful CAPTCHA solve; plan units included, overage per unit Not published. The product meters nothing a buyer can see from outside; scope would follow the size of the automation estate under management — resources, work volume or processes orchestrated — but no unit is named on any page read. Monthly platform fee plus usage: tool calls and delivered trigger events Monthly plan fee with unlimited seats on paid plans, plus $1 per GB-month of trace data ingested or retained beyond the included amount and per-token charges that vary by model Monthly plan for Conductor (seats, apps and included checkpoints) plus extra checkpoints per million; the Transact library itself is free Not published. No seat, token, interaction or scan unit disclosed anywhere retrieved. usage Usage-based on the Developer plan, at $0.002 per trace; Enterprise quoted. Credits per API request (1 credit per page for scrape, crawl, map, monitor), within monthly subscription tiers Monthly plan plus usage at $10 per million task runs; the Developer plan includes the first 100,000 runs Event volume (trace spans plus metrics), users, retention, and hosting model; paid Enterprise pricing is custom and quoted on request usage Subscription tiers by monthly runs, members, API keys and integrations; model usage on the customer's own provider keys is billed by the provider monthly plan plus per second browser usage Per gateway control plane and per unique LLM model proxied each month on Plus, with request-volume add-ons; Enterprise custom, billed annually usage Per user per month (Workforce Identity); agent add-on unit not published Restate Cloud is billed on durable actions: each plan includes a monthly allotment, with usage beyond it billed per million and volume discounts on higher tiers; the self-hosted server carries no license fee PIM subscription plans plus pay as you go AI agent action usage. commerce platform subscription plus transaction fees; agentic layer largely unpriced Committed units representing the agent footprint, annual contract. Consumption: Actions (billable operations, per million, tiered) plus Storage (active and retained, per GB-hour), plus a support cost or plan fee; the open source server is free to self host Per user and per agent on annual 12-month contracts, with a flat WitnessProtect contract and a usage dimension for true-ups, on AWS Marketplace. usage credits, metered per API action gigabytes transferred, requests, or successful results depending on product Per second compute and memory, plus metered storage — Not readable: the pricing page returns a site-not-found page; the docs name an Enterprise tier but no meter or price Subscription tiers by features and seats, with usage based scaling above included request volume; AI Gateway billed as zero markup provider pass through Credits at $0.001 each, drawn by browser hours, proxy data, web API pages and queries, AI extract tokens and agent steps or model tokens; plan credits refresh on renewal, purchased credits expire after 12 months not disclosed Per developer per month, with test runs metered on the free plan (each scenario run against the app counts as one run) Monthly plan fee with included tool calls, callbacks and Workforce seats, plus per-seat and usage overage per second compute (GPU, CPU, memory) credits consumed by monitors, with tiers gating users, monitor counts, and daily API calls Inference, not stated by the vendor: AI systems under red teaming and runtime protection, and endpoints covered. Organization credits consumed by queries and generation, with a spend limit; rates not published. event volume for the commercial platform; free for the open source Community Edition Annual Stacklok Enterprise subscription; open source core free Successful bookings: monthly plans with prepaid booking bundles and per-booking overage; reads and availability checks free Spans ingested on the managed platform (every LLM and vector database call is a span); free up to 50,000 a month, Enterprise above that; nothing if spans go to the customer's own backend tailored proposal; basis not disclosed Monthly platform fee plus usage: auth events and tool calls per second and per millisecond compute (GPU, CPU, RAM) Per test case on the Launch plan, with unlimited test executions; Scale is custom-priced usage (minutes, characters, agent minutes) Not published; pricing is quoted through a sales conversation. Plan tier by product coverage and features; units not published. Inference, not stated by the vendor: scope of AI assets, agents and applications secured. usage Monthly plan fee converted to RPC credit, then metered per 1,000 RPCs Tokens processed, plus a fixed fee per additional workspace — Open source is free; managed Pro billing is not publicly disclosed — not published (plan tiers named in the FAQ; sandbox environments by quote) not readable; the pricing page renders client side Inference, not stated by the vendor: scope of models, agents and applications secured. — Inference, not stated by the vendor: AI systems under continuous testing plus any expert services. Inference, not stated by the vendor: agents secured, MCP servers covered, integrations and deployment scope. free library; Browserbase infrastructure and model tokens billed separately Metered usage: browser hours billed by the minute, proxy bandwidth per GB, CAPTCHA solves and browser tools calls per thousand, drawn first from plan credits Subscription tiers plus credits consumed by data ingestion (1 credit per Episode up to 350 bytes, +1 per additional 350 bytes); retrieval, storage, threads, users, and graph storage consume zero credits protected calls (each agent request brokered through the gateway) platform fee per workspace or per month, plus governed actions (per 1,000) and tokens observed (per million) Per 1,000 requests by endpoint and search type, plus per 1,000 pages for contents and summaries; Agent runs per run by effort or per Agent Compute Unit Not publicly disclosed Usage based, scaling with test and monitored call volume; exact rates not publicly disclosed not published Pay as you go per evaluator API call, priced by evaluator size, plus a charge per evaluation explanation; platform features free on the Developer plan within limits; Enterprise custom Prepaid credits drawn by usage: GPU instances per hour by provider, sandboxes per vCPU, GiB and GB hour, Hosted Training per million tokens by model, and inference per token usage, per call metered across models, APIs, data, and compute, settled in fiat or stablecoins enterprise contracts, structure not publicly documented browser hours metered by the second Subscription tiers metered by memory add and retrieval requests per month and number of projects; usage based pricing also available not published; Growth is free and Enterprise is quoted not disclosed per transaction, standard processing rates compute usage (instances, VM runtime, resources) — Monthly plans by event allowance, where an event is a user message, assistant message or tool call (about 15 per conversation on average); unlimited seats on every plan; Enterprise custom not captured Per room per month subscription with a monthly floor; APIs and integrations included at no extra cost; payments billed separately as a transaction percentage not published; early stage enterprise infrastructure — Monthly platform fee plus per query usage above 50,000 queries (Team); custom (Enterprise) usage not disclosed tokens processed monthly subscription with included order volume plus per order overage; separately per request pricing for x402 stablecoin payments not captured Undisclosed; likely managed subscription for brands and usage based API for builders. believed transaction or settlement fees on agent payments (not disclosed) not published; enterprise contract likely scaled by channels, agents tested, or usage per user per month by plan; data backfill add-on percentage of transaction value spans (one step an agent takes: an LLM call, tool call, message turn or custom step) wallet funded per token spend; verification subscription Credit system metered by operation type and depth (basic search 1 credit, advanced 2, extract 1 credit/5 URLs, map 1 credit/10 pages); pay as you go or subscription, plus Project and Enterprise tiers not published; B2B contract likely scaled by catalog size, interaction volume, or transactions characters usage based on audio processed, with volume tiers Credits drawn per MCP tool call, priced by the compute each call triggers — — users, workflow steps and AI credits, kept separate

Variable cost

Workload / overage exposure

 Medium variable cost Medium variable cost Low variable cost High variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost High variable cost High variable cost Medium variable cost High variable cost Medium variable cost Low variable cost High variable cost Medium variable cost High variable cost Low variable cost High variable cost Low variable cost High variable cost High variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost High variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost High variable cost High variable cost High variable cost High variable cost Medium variable cost Medium variable cost High variable cost High variable cost High variable cost High variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost Low variable cost Medium variable cost High variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Low variable cost Medium variable cost Low variable cost High variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost Low variable cost Medium variable cost Medium variable cost High variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost High variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Low variable cost Medium variable cost Low variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost High variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost High variable cost High variable cost High variable cost Medium variable cost Medium variable cost High variable cost Low variable cost Low variable cost Low variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost High variable cost Low variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Low variable cost Medium variable cost Medium variable cost Medium variable cost High variable cost Low variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost High variable cost High variable cost High variable cost Medium variable cost Low variable cost Medium variable cost Low variable cost Low variable cost Medium variable cost High variable cost High variable cost High variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost High variable cost Medium variable cost High variable cost High variable cost Medium variable cost High variable cost Medium variable cost Medium variable cost Low variable cost Medium variable cost Medium variable cost

Free tier / trial

Try before you buy
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Buying motion

Self-serve vs sales call

 Sales call Mixed Mixed Self-serve Mixed Mixed Mixed Mixed Self-serve Mixed Mixed Mixed Mixed Mixed Self-serve Self-serve Sales call Self-serve Mixed Self-serve Sales call Sales call Sales call Sales call Self-serve Mixed Mixed Self-serve Mixed Mixed Sales call Self-serve Sales call Mixed Mixed Mixed Self-serve Sales call Mixed Mixed Sales call Self-serve Mixed Self-serve Mixed Mixed Mixed Mixed Mixed Mixed Mixed Mixed Sales call Sales call Sales call Sales call Sales call Mixed Self-serve Self-serve Mixed Sales call Mixed Mixed Mixed Sales call Sales call Mixed Sales call Self-serve Sales call Sales call Self-serve — Mixed Mixed Mixed Self-serve Mixed Mixed Mixed Sales call Mixed Mixed Mixed Sales call Mixed Mixed Self-serve Self-serve Sales call Mixed Mixed Self-serve Mixed Self-serve Mixed Self-serve Sales call Self-serve Mixed Mixed Mixed Self-serve Mixed Self-serve Mixed Mixed Mixed Mixed Sales call Mixed Mixed Mixed Mixed Sales call Sales call Sales call Sales call Mixed Mixed Sales call Mixed Self-serve Mixed Mixed Sales call Sales call Sales call Mixed Mixed Mixed — Self-serve Sales call Mixed Sales call Sales call Sales call Sales call Sales call Self-serve Mixed Self-serve Mixed Mixed Self-serve Sales call Mixed Sales call Mixed Mixed Self-serve Sales call Self-serve Self-serve Mixed Sales call Mixed Mixed — Mixed Mixed Mixed Mixed Sales call Mixed Mixed Sales call Mixed Mixed Mixed Sales call Self-serve Sales call Sales call Self-serve Mixed Mixed Self-serve Sales call Mixed Mixed Self-serve Sales call Sales call Mixed

Capability matrix (187 vendors)

14 buyer-facing capabilities · researched from public sources

Vendor Coverage Integrations & Tool Calling Workflow Orchestration Knowledge Grounding & RAG Human Oversight & Guardrails Security, Identity & Governance Observability & Auditability Memory & State Persistence Deployment & Data Residency Prebuilt Agents, Templates & Packs Triggers & Channel Coverage Model Flexibility & Routing APIs, SDKs & MCP Extensibility Testing, Debugging & Optimization Browser & Computer Use
F
FLOWX.AI
14.0 / 14 Full Full Full Full Full Full Full Full Full Full Full Full Full Full
M
Mastra
14.0 / 14 Full Full Full Full Full Full Full Full Full Full Full Full Full Full
A
Agno
13.0 / 14 Full Full Full Full Full Full Full Full Full Full Full Full Full No
A
AutoGPT
13.0 / 14 Full Full Full Full Partial Full Full Full Full Full Full Full Full Partial
T
Tray.ai
13.0 / 14 Full Full Full Full Full Full Full Full Full Full Full Full Full No
W
Writer
13.0 / 14 Full Full Full Full Full Full Partial Full Full Full Full Full Partial Full
A
Akka
12.5 / 14 Full Full Partial Full Full Full Full Full Full Full Full Full Full No
K
Kestra
12.5 / 14 Full Full Full Full Full Full Full Full Full Full Full Full Partial No
L
Latenode
12.5 / 14 Full Full Full Partial Full Full Partial Full Full Full Full Full Partial Full
S
SimplAI
12.5 / 14 Full Full Full Partial Full Full Full Full Full Partial Full Full Full Partial
E
Edge Delta
12.0 / 14 Full Full Full Full Full Full Full Partial Full Full Full Full Partial No
H
Haystack
12.0 / 14 Full Full Full Full Full Full Partial Full Full Partial Full Full Full No
I
Infobip
12.0 / 14 Full Full Full Full Full Full Partial Partial Full Full Full Full Full No
L
LlamaIndex
12.0 / 14 Full Full Full Full Full Partial Full Full Full Partial Full Full Full No
P
Pydantic AI
12.0 / 14 Full Full Partial Full Partial Partial Full Full Full Partial Full Full Full Full
S
SmythOS
12.0 / 14 Full Full Full Partial Full Full Partial Full Full Full Full Full Partial Partial
S
SnapLogic
12.0 / 14 Full Full Full Partial Full Full Partial Full Full Full Full Full Full No
S
SuperAGI
12.0 / 14 Full Full Full Full Partial Full Full Full Full Partial Full Full Partial Partial
W
Windmill
12.0 / 14 Full Full No Full Full Full Partial Full Full Full Full Full Full Partial
x
xpander.ai
12.0 / 14 Full Full Full Full Full Full Full Full Partial Full Full Full Partial No
D
Datafold
11.5 / 14 Full Partial Full Partial Full Full Partial Full Full Full Full Full Full No
D
Delight.ai
11.5 / 14 Full Full Full Full Full Full Full Full Partial Full No Full Full No
G
Gnani.ai
11.5 / 14 Full Full Full Partial Full Full Partial Full Full Full Full Full Partial No
I
Itential
11.5 / 14 Full Full Partial Full Full Full No Full Full Full Full Full Full No
L
LangChain
11.5 / 14 Full Full Full Full Partial Partial Full Full Full Partial Full Full Full No
L
LangSmith
11.5 / 14 Full Partial No Full Full Full Full Full Full Full Full Full Full No
n
nexos.ai
11.5 / 14 Full Partial Full Full Full Full Partial Partial Full Full Full Full Partial Partial
A
Anchor Browser
11.0 / 14 Full Full No Full Full Full No Full Partial Partial Full Full Full Full
P
Pipedream
11.0 / 14 Full Full No Full Full Full Full Partial No Full Full Full Partial Full
S
Smallest AI
11.0 / 14 Full Full Full Partial Full Full Partial Full Partial Full Full Full Partial No
S
Sourcegraph
11.0 / 14 Full Full Full Partial Full Full Partial Full Partial Full Full Full Partial No
T
Tembo
11.0 / 14 Full Full Partial Partial Full Partial Partial Full Full Full Full Full Partial Partial
T
Thread AI
11.0 / 14 Full Full Partial Full Full Full Partial Full Partial Full Full Full Partial No
T
Trigger.dev
11.0 / 14 Partial Full No Full Full Full Full Full Partial Full Full Full Partial Partial
V
Vellum
11.0 / 14 Full Full Full Partial Full Full Partial Full Partial Partial Full Full Full No
A
Apify
10.5 / 14 Full Partial No Partial Full Full Partial Partial Full Full Full Full Partial Full
B
Bernstein
10.5 / 14 Full Full No Full Partial Full Partial Full Partial Full Full Full Full No
B
Bluebricks
10.5 / 14 Full Full Full Full Full Full Partial Full Partial Full No Full Partial No
C
Cartesia
10.5 / 14 Full Partial Full Partial Full Full Partial Full Partial Full Full Full Partial No
F
Forest
10.5 / 14 Full Full Partial Full Full Full No Full Partial Full Full Full Partial No
M
Moderne
10.5 / 14 Full Partial Full Full Full Full Partial Full Full Partial Partial Full Partial No
N
Netlify
10.5 / 14 Partial Full Partial Full Full Full Partial Full Partial Full Full Full Partial No
O
OpenRouter
10.5 / 14 Full Partial No Full Full Full Partial Full No Full Full Full Full Partial
P
Pipecat
10.5 / 14 Full Full Partial Partial Partial Full Partial Full Partial Partial Full Full Full Partial
S
SentinelOne
10.5 / 14 Full Full Full Full Full Full No Full Full Full Partial Full No No
B
Braintrust
10.0 / 14 Full Partial No Full Full Full No Full Partial Full Full Full Full No
B
Browserbase
10.0 / 14 Partial Partial No Full Full Full Partial Full No Partial Full Full Full Full
I
Inngest
10.0 / 14 Partial Full No Partial Full Full Partial Full Partial Full Full Full Full No
L
LangWatch
10.0 / 14 Full Partial No Full Full Full No Full Partial Full Full Full Full No
L
Letta
10.0 / 14 Full Full Partial Full Partial Partial Full Full Partial Full Full Full No No
Paragon logoParagon
 10.0 / 14 Full Full Full Partial Full Full No Full No Full Full Full Partial No
QA Wolf logoQA Wolf
 10.0 / 14 Full Full Partial Partial Full Partial No Partial No Full Full Full Full Full
Waniwani logoWaniwani
 10.0 / 14 Full Full Full Partial Full Full Partial Full Partial Partial No Full Full No
Zaro logoZaro
 10.0 / 14 Full Partial Full Full Full Full Full Partial Partial No Partial Partial Partial Full
AlphaBitCore logoAlphaBitCore
 9.5 / 14 Full Full Partial Full Partial Full Partial Full Full No Full Full No No
Avesha logoAvesha
 9.5 / 14 Full Full Partial Partial Partial Partial Partial Full Full Full Full Partial Partial No
Chamber logoChamber
 9.5 / 14 Full Partial Partial Full Full Full Partial Full Partial Full No Full Partial No
Corti logoCorti
 9.5 / 14 Full Full Partial Partial Partial Full Partial Full Full Partial Partial Full Partial No
Instantly logoInstantly
 9.5 / 14 Full Full Partial Full Partial Full Partial No Full Full Partial Full Partial No
lemlist logolemlist
 9.5 / 14 Full Full Full Partial Full Partial No No Full Full Partial Full Partial Partial
LiteLLM logoLiteLLM
 9.5 / 14 Full Partial Full Partial Full Full Partial Full No No Full Full Full No
Personal AI logoPersonal AI
 9.5 / 14 Partial No Full Full Full Partial Full Partial Full Partial Partial Full Full No
TrueFoundry logoTrueFoundry
 9.5 / 14 Full Partial No Full Full Full Partial Full No Full Full Full Partial No
Airtop logoAirtop
 9.0 / 14 Full Full No Partial Partial Full No No Full Full Partial Full Partial Full
Arize AI logoArize AI
 9.0 / 14 Partial No No Partial Full Full No Full Full Full Full Full Full No
Capsule Security logoCapsule Security
 9.0 / 14 Full Partial Full Full Full Full No No Partial Full No Full Full No
Celonis logoCelonis
 9.0 / 14 Full Full Full Partial Full Full Unknown No Full Full Unknown Full Partial No
Extend logoExtend
 9.0 / 14 Partial Full No Full Full Full Partial Full No Partial Partial Full Full No
F5 AI Guardrails logoF5 AI Guardrails
 9.0 / 14 Partial No No Full Full Full No Full Partial Full Full Full Full No
Galileo logoGalileo
 9.0 / 14 Partial No No Full Full Full No Full Partial Full Full Full Full No
HiddenLayer logoHiddenLayer
 9.0 / 14 Full Partial Partial Partial Full Full No Full Partial Full No Full Full No
Island logoIsland
 9.0 / 14 Full Partial Partial Full Full Full Partial Partial No Partial Full Partial No Full
Langbase logoLangbase
 9.0 / 14 Full Full Full Partial Partial Partial Partial Partial Full No Full Full Partial No
MakinaRocks logoMakinaRocks
 9.0 / 14 Partial Full Partial Partial Full Full No Full Partial Partial Full Partial Full No
Maxim AI logoMaxim AI
 9.0 / 14 Full Partial No Partial Full Full No Full No Full Full Full Full No
Opik logoOpik
 9.0 / 14 Partial No No Full Full Full No Full Partial Full Full Full Full No
Phonic logoPhonic
 9.0 / 14 Full Full Partial Partial Full Full No Full No Full No Full Full No
SageOx logoSageOx
 9.0 / 14 Full No Full Partial Partial Full Full Partial Partial Full Full Full No No
W&B Weave logoW&B Weave
 9.0 / 14 Partial No No Full Full Full No Full Partial Full Full Full Full No
Zenity logoZenity
 9.0 / 14 Full Partial Partial Full Full Full Partial Partial Partial Full No Full Partial No
Browserless logoBrowserless
 8.5 / 14 Full Partial No Full Full Full No Full Full No No Full No Full
C TWO logoC TWO
 8.5 / 14 Full Full No Full Full Full No Full No Full No Full Partial No
Composio logoComposio
 8.5 / 14 Full Partial No Partial Full Full Partial Full No Full Full Full No No
Confident AI logoConfident AI
 8.5 / 14 Partial No No Partial Full Full No Full Partial Full Full Full Full No
DBOS logoDBOS
 8.5 / 14 Partial Full No Partial Full Full Partial Full Partial Full No Full Partial No
DeepKeep logoDeepKeep
 8.5 / 14 Full Partial Partial Full Partial Full No Full Partial Full No Partial Full No
E2B logoE2B
 8.5 / 14 Full No No No Full Partial Partial Full Partial Full Full Full No Full
Fiddler AI logoFiddler AI
 8.5 / 14 Partial No No Full Full Full No Full No Full Full Full Full No
Firecrawl logoFirecrawl
 8.5 / 14 Partial No No Partial Full Full No Full Partial Full Full Full No Full
Hatchet logoHatchet
 8.5 / 14 Partial Full No Partial Full Full Partial Full Partial Full No Full Partial No
HoneyHive logoHoneyHive
 8.5 / 14 Partial No No Partial Full Full No Full Partial Full Full Full Full No
Inworld AI logoInworld AI
 8.5 / 14 Full Partial No Partial Full Partial Partial Full No Partial Full Full Full No
Jetty logoJetty
 8.5 / 14 Partial Full No No Partial Full No Partial Full Full Full Full Full Unknown
Kernel logoKernel
 8.5 / 14 Full Partial No Full Full Full No Full Partial No No Full Partial Full
Kong logoKong
 8.5 / 14 Full No Full Partial Full Full No Full No No Full Full Full No
Langfuse logoLangfuse
 8.5 / 14 Partial No No Partial Full Full No Full Partial Full Full Full Full No
Okta logoOkta
 8.5 / 14 Full Partial Partial Full Full Full No Full Partial Full No Full No No
Restate logoRestate
 8.5 / 14 Partial Full No Partial Partial Full Full Full Partial Full No Full Partial No
Sales Layer logoSales Layer
 8.5 / 14 Full Full Partial Full Full Partial No No Full Full No Full Partial No
Shopify logoShopify
 8.5 / 14 Full Partial Full Full Full Unknown Partial Unknown Full Full No Full Partial No
Straiker logoStraiker
 8.5 / 14 Full Full Partial Partial Partial Full No Full Partial Full No Partial Full No
Temporal logoTemporal
 8.5 / 14 Partial Full No Partial Full Full Partial Full Partial Full No Full Partial No
WitnessAI logoWitnessAI
 8.5 / 14 Full Partial Partial Partial Full Full No Partial Partial Full Partial Partial Full No
Autobound logoAutobound
 8.0 / 14 Full Partial Partial Full Full Full No Partial Partial Partial No Full Partial No
Bright Data logoBright Data
 8.0 / 14 Partial No No Full Full Partial No Partial Partial Full Full Full No Full
Daytona logoDaytona
 8.0 / 14 Partial No No No Full Full Partial Full Partial Partial Full Full No Full
Force Equals logoForce Equals
 8.0 / 14 Full Full Full Full Unknown Full Partial No Partial Full No Partial Partial No
Freeplay logoFreeplay
 8.0 / 14 Partial No No Partial Full Full No Full No Full Full Full Full No
Helicone logoHelicone
 8.0 / 14 Partial No No Full Full Full No Full No Full Full Full Partial No
Hyperbrowser logoHyperbrowser
 8.0 / 14 Full Partial No Partial Partial Partial Partial Full Partial No Full Full No Full
Idira logoIdira
 8.0 / 14 Full Partial Partial Partial Full Full No Full Partial Full No Full No No
Kerno logoKerno
 8.0 / 14 Partial Partial Full Full Partial Partial Full Full No Partial No Partial Full No
Metorial logoMetorial
 8.0 / 14 Full No No Partial Full Full No Full No Full Full Full Partial No
Modal logoModal
 8.0 / 14 Partial Partial No No Full Partial Partial Full Partial Full Full Full No Partial
Monte Carlo logoMonte Carlo
 8.0 / 14 Partial No No Partial Full Full No Full Full Full No Full Full No
Repello AI logoRepello AI
 8.0 / 14 Full Full Partial Partial Partial Full No No Partial Full No Full Full No
Senso logoSenso
 8.0 / 14 Partial Partial Full Full Partial Partial No No Full Full No Full Full No
Snowplow logoSnowplow
 8.0 / 14 Partial Partial Partial No Full Partial Full Full Partial Full No Full Partial No
Stacklok logoStacklok
 8.0 / 14 Full No No Partial Full Full No Full Full No Full Full Partial No
Temporal Cortex logoTemporal Cortex
 8.0 / 14 Full Partial No Full Partial Full No Full Partial Partial Full Full No No
Traceloop logoTraceloop
 8.0 / 14 Partial No No Full Partial Full No Full No Full Full Full Full No
Trent AI logoTrent AI
 8.0 / 14 Partial Full Full Partial Partial Partial No Full Full Partial Full Partial No No
Arcade logoArcade
 7.5 / 14 Full No No Partial Full Full No Full No No Full Full Full No
Beam logoBeam
 7.5 / 14 Partial Full No No Partial Partial Partial Full Partial Full Full Full No No
BotGauge logoBotGauge
 7.5 / 14 Partial Partial Partial Partial Full Full No No No Full No Partial Full Full
Deepgram logoDeepgram
 7.5 / 14 Full Partial No Partial Full Partial Partial Full No Partial Full Full No No
Fluid Topics logoFluid Topics
 7.5 / 14 Partial Partial Full Partial Full Partial No No Partial Full Full Full No No
Operant AI logoOperant AI
 7.5 / 14 Full Partial Partial Partial Full Full No Full Partial Full No Partial No No
Pillar Security logoPillar Security
 7.5 / 14 Full Partial Partial Partial Partial Full No Full Partial Full No No Full No
Portkey logoPortkey
 7.5 / 14 Full No No Partial Full Full No Full No No Full Full Full No
Smithery logoSmithery
 7.5 / 14 Full No No Partial Partial Partial No Full Full Full Full Full No No
Cognee logoCognee
 7.0 / 14 Partial Partial Full No Partial Partial Full Full No No Full Full No No
GPT Researcher logoGPT Researcher
 7.0 / 14 Partial Full Partial No No Partial No Full Partial Partial Full Full No Partial
Guardrails AI logoGuardrails AI
 7.0 / 14 Partial No No Full Partial Partial No Full Partial No Full Full Full No
Hyperspell logoHyperspell
 7.0 / 14 Partial No Full No Full Partial Partial Full No No Full Full Partial No
Klavis AI logoKlavis AI
 7.0 / 14 Full No No Partial Partial No No Full No Partial Full Full Full Partial
Lakera logoLakera
 7.0 / 14 Partial No No Full Full Full No Full Partial No No Full Full No
Lasso Security logoLasso Security
 7.0 / 14 Full Partial Partial Partial Partial Full No Unknown Partial Full No Partial Full No
Lemony logoLemony
 7.0 / 14 Partial Partial Full Partial Partial Partial No Full Partial Partial Full Partial No No
Mindgard logoMindgard
 7.0 / 14 Full Partial Partial Partial Partial Partial No No Partial Full No Full Full No
Noma Security logoNoma Security
 7.0 / 14 Full Full Partial Partial Partial Full No No Partial Full No No Full No
Stagehand logoStagehand
 7.0 / 14 Partial Partial No Partial No Partial No Full Partial No Full Full Partial Full
Steel logoSteel
 7.0 / 14 Full No No Partial Partial Full No Full Partial No No Full Partial Full
Zep logoZep
 7.0 / 14 Partial No Full No Full Partial Full Full No No Full Full No No
Clawvisor logoClawvisor
 6.5 / 14 Full No No Full Partial Full No Full No No Full Full No No
Dome Systems logoDome Systems
 6.5 / 14 Full No No Full Full Full No No No No Full Full Partial No
Exa logoExa
 6.5 / 14 Partial No No No Full Partial Partial No Partial Full Full Full No Partial
Gentoro logoGentoro
 6.5 / 14 Full Partial Unknown Partial Full Partial Unknown Full Unknown Unknown Full Partial Partial Unknown
Hamming AI logoHamming AI
 6.5 / 14 Partial No No Partial Full Full No Full No Full Unknown Partial Full No
Linx Security logoLinx Security
 6.5 / 14 Full Partial Full Full Partial Full No Unknown Partial Full No No No No
Patronus AI logoPatronus AI
 6.5 / 14 Partial No No Unknown Full Full No Full No Full Unknown Full Full No
Prime Intellect logoPrime Intellect
 6.5 / 14 Partial Partial No No Partial Partial No Full Partial No Full Full Full No
AIsa logoAIsa
 6.0 / 14 Full No No Partial Partial Partial No Partial Full No Full Full No No
Clutch Security logoClutch Security
 6.0 / 14 Full Partial Full Partial Partial Partial No Partial No Full No Partial No No
Lightpanda logoLightpanda
 6.0 / 14 Partial Partial No Partial No Partial No Full No No Full Full No Full
Mem0 logoMem0
 6.0 / 14 Partial No No No Full Partial Full Full No No Full Full No No
OpenBox AI logoOpenBox AI
 6.0 / 14 Partial No No Full Full Full No Partial Partial No No Full Partial No
PRE Security logoPRE Security
 6.0 / 14 Full Full Full No No No No Full Full Full No No No No
Stripe logoStripe
 6.0 / 14 Full No Full Full Full Full No No No No No Full No No
Unikraft logoUnikraft
 6.0 / 14 Partial No No No Full Partial Partial Full No Full No Full No Partial
Vocode logoVocode
 6.0 / 14 Full Partial No No No Partial Partial Full No Partial Full Full No No
Voker logoVoker
 6.0 / 14 Partial No No No Partial Full No Full No Full No Full Full No
AgentQL logoAgentQL
 5.5 / 14 No No No No No Partial No Full No Full Partial Full Partial Full
Apaleo logoApaleo
 5.5 / 14 Full Full Partial No Partial No No No Full Partial No Full No No
BAND logoBAND
 5.5 / 14 Partial Full No Partial Partial Partial Partial No No Partial No Full Partial No
Causa Prima logoCausa Prima
 5.5 / 14 No Full Partial Full Unknown Partial No Unknown Partial Full No Full No No
Coral logoCoral
 5.5 / 14 Partial No Partial Partial Full Full No Full No No No Partial Partial No
AgentOps logoAgentOps
 5.0 / 14 Partial No No No Partial Full No Full No No Partial Full Partial No
Evoke Security logoEvoke Security
 5.0 / 14 Full No Partial Partial Unknown Full No Unknown No Full No Partial Partial No
Jina AI logoJina AI
 5.0 / 14 Partial No Partial No Partial No No Full No No Full Full No Partial
Rye logoRye
 5.0 / 14 Full Partial No Full Unknown Partial No No No No No Full No Full
Bright Data Agent Browser logoBright Data Agent Browser
 4.5 / 14 Partial No No No Full Partial No No No No No Full Partial Full
Catalog logoCatalog
 4.5 / 14 Full No Full Partial No Unknown No No No Partial No Full No Partial
Circuit & Chisel logoCircuit & Chisel
 4.5 / 14 Full No No Partial No Partial Partial No No No Full Full No No
Cyara logoCyara
 4.5 / 14 Partial Partial No Partial Unknown Partial No Unknown No Full No Partial Full No
Nektar.ai logoNektar.ai
 4.5 / 14 Full Partial Full No Partial No No No Partial Full No No No No
Nevermined logoNevermined
 4.5 / 14 Full No No Partial Full Full No No No No No Full No No
Prefactor logoPrefactor
 4.5 / 14 Partial No No Partial Partial Full No Partial No No No Full Partial No
Skyfire logoSkyfire
 4.5 / 14 Full No No Full Full Partial No No No No No Full No No
Tavily logoTavily
 4.5 / 14 Partial No No No Partial Partial No No Partial No Full Full No Partial
Lemrock logoLemrock
 3.5 / 14 Partial No Full Partial No Partial Partial No No Partial No No No No
Rime logoRime
 3.5 / 14 No No No No Full Partial No Full No No No Full No No
Speechmatics logoSpeechmatics
 3.5 / 14 No No No No Full Partial No Full No No No Full No No
Veecle logoVeecle
 3.0 / 14 No No No No No Partial No Full Partial No No Partial Partial No
TectoAI logoTectoAI
 2.5 / 14 Partial No No Partial Partial Partial No Partial No No No No No No
Within logoWithin
 2.5 / 14 No Unknown Full Unknown Partial Unknown No Unknown Partial Unknown No Partial No No
Relay.app logoRelay.app
 0.0 / 14 Unknown Unknown Unknown Unknown Unknown Unknown Unknown Unknown Unknown Unknown Unknown Unknown Unknown Unknown
Full / Explicit= Confirmed supportedPartial= Partial / limitedNo / Not documented= Not publicly documented as first-classUnknown / Unspecified= Not verified in public sources

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