Agentic Index
Compare the best Multi-agent platforms (2026)
This comparison scores all 52 multi-agent 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 52 multi-agent platforms that coordinate fleets of specialized agents on shared tasks. Each vendor is scored across 14 buyer-facing capabilities, including orchestration, memory and state, control and trust, and platform extensibility. It is the complete category view, not a shortlist.
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 |
S ServiceNow |
U UiPath |
A AutoGPT |
C CrewAI |
D Databricks Agent Bricks |
D Dataiku |
R Relevance AI |
S Sim |
W Warp |
A Akka |
B Boomi |
K Kestra |
O OutSystems |
S SimplAI |
A AgentX |
A Augment Code |
C CrowdStrike |
d dSilo |
E Edge Delta |
 SmythOS |
 SuperAGI |
 Automation Anywhere |
 Innovaccer |
 LangChain |
 Legion Intelligence |
 Rasa |
 Redbird |
 Retool |
 Airtable |
 Artian |
 Altilia |
 Agent Zero |
 Manus |
 Weav.ai |
 Mindra |
 Uniphore |
 Kleio |
 Sully.ai |
 Helio |
 Pokee AI |
 Restate |
 Distyl AI |
 Enhans |
 Kana |
 AlethianAI |
 Epiminds |
 Mastery AI |
 Thefword |
 Wand AI |
 Connected-Stories |
 ChipAgents |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
Entry price Lowest public entry point |
Contact sales; no public pricing. Priced against the value stream and sized in a customized demo. | Not public; enterprise sales, priced per user and package with agentic features metered as assists | Contact sales (Autopilot included; free tier to start) | 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. | Open source framework free (MIT); Basic free (50 workflow executions a month); Enterprise custom | Free trial · usage based (DBUs) | Free Edition and 14 day cloud trial; paid editions through sales | Pro $19/mo annual ($29 monthly) | $25 per user/mo (Pro, 6,000 credits a month plus a weekly refresh) | Free · Build $20/mo | Free for development; serverless Hobby $10/mo, Priority $0.25/Akka hour; self-managed per core, custom | Not public; Agentstudio Base Edition included in Boomi Enterprise Platform editions, with more via enterprise sales | Free open source edition; Enterprise Edition and Kestra Cloud through sales, with no published rates | Free tier to start building; production enterprise pricing quoted, scaled to applications, agents, users, and environments | $5/mo after 7 days free; Enterprise custom | Free $0 (200 one-time credits, up to 5 agents); Solo Builder $49 a month ($490 a year, 5,000 credits); Professional $199 a month ($1,490 a year, 10,000 credits, white label); Business $299 a month ($2,990 a year, 20,000 credits); Enterprise custom; extra credits $10 per 1,000 | From $20 per month flat (Standard, up to 50 seats, $20 of usage included) | Not public; sold within the Falcon platform through enterprise sales, with agent usage metered by credits | Contact for pricing | Seat price not published | Free tier · paid plans + usage (Builder entry) | OSS free · platform seat $49/user/mo | Not public for paid editions; enterprise pricing quoted through sales, with a free Cloud Community Edition | Contact sales | Free / OSS | Contact sales; pricing by network scope and user count | Free Developer Edition · paid plans quoted by sales | Contact sales | Free tier; Team $10 per builder and $5 per internal user a month; Business $50 and $15; Enterprise custom; agent hours beyond the included 20 a month billed hourly by model | 20 USD per user per month, billed annually | No public pricing; sold to large financial institutions and deploying to targeted customers via a sales led, custom enterprise motion. | Contact sales | Free and open source | Free account (lite agent); paid from $20 a month for 4,000 credits, $40 for 8,000 and $200 for 40,000, each with 300 daily refresh credits; Team $20 a seat a month | Token packs, price on signup; platform contact sales | Starter $50/mo ($30/mo billed yearly); 5 day credit trial | Not published · contact sales | Custom (contact sales) | Contact sales | $20/mo (Pro; $16/mo billed annually) | Lite $19.99/mo; free plan with 500 credits | Self-hosted server free; Restate Cloud Free plan with 100k durable actions a month; paid plan rates not readable on the pricing page | Contact sales (no public price) | Not public; quoted through enterprise engagement, with an Azure Marketplace listing but no public rates | Custom (contact sales) | Contact sales | Contact sales (pricing not yet public) | Contact for pricing | Free (75 credits); Starter $10 one-time; Pro $299/month; Enterprise pilots from $6,999/month | Not public; enterprise platform quoted through sales, scoped from single process automation up to entire divisions | No rate published. The vendor publishes a usage-based model, pay only for what you use, with four company-size bands from 1-50 through 10,000+ staff, but every band routes to an inquiry form rather than a price. | Not public; enterprise licensing, sold through a demo engagement |
|
Pricing confidence How public the numbers are |
Contact only | Contact only | Contact only | Public, partial | Public, partial | Public, partial | Public, partial | Public, partial | Public, exact | Public, partial | Contact only | Contact only | Contact only | Contact only | Public, partial | Public, exact | Public, partial | Contact only | Contact only | Public, partial | Public, partial | Public, partial | Contact only | Contact only | Public, exact | Contact only | Public, partial | Contact only | Public, partial | Public, exact | Contact only | Contact only | Public, exact | Public, exact | Public, partial | Public, exact | Contact only | Contact only | Contact only | Public, exact | Public, exact | Public, partial | Contact only | Contact only | Contact only | Contact only | Contact only | Contact only | Public, partial | Contact only | Contact only | Contact only |
|
Billing Primary billing axis |
enterprise subscription plus value streams / agents | per user and package plus assist consumption | consumption and role (robots, agents, platform units) | 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. | workflow executions; Enterprise by quote | usage (DBUs) | users and platform capabilities | actions + vendor credits | credits | hybrid | compute cores or platform license (not publicly disclosed) | platform edition plus agent capabilities | 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 | enterprise engagement scaled to applications, agents, users, and environments | credits, with a hard daily run cap and per tier limits on applications, users and dataset storage | Plan tier plus consumable credits by agent activity and model. | hybrid | Falcon platform subscription plus agent credit usage | — | credits (shared pool across AI tokens and storage), seats provision credits | platform fee + model/runtime usage | per user + credits + credit packs | bots, consumption, and connected models | — | usage | enterprise and government contracting, scaled to deployment, environments, and users | subscription (by conversations) | — | three user classes plus agent hours and AI credits | seats plus AI credits | enterprise platform license, scoped per institution | Enterprise license for the platform and agents; specifics undisclosed. | none (bring your own model costs) | credit based subscription; every action consumes credits, complex tasks consume many | Enterprise license for insurers, MGAs, and administrators; specifics undisclosed. | subscription plus agent-run usage | custom | — | — | credits | credits | 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 | — | enterprise subscription scoped to agents, workflows, and usage | — | Enterprise or per practice; sold via direct sales, specifics undisclosed. | — | — | — | enterprise agreement, believed scoped to agents, processes automated, and deployment model | Usage-based, scaled by consumption and quoted against company size; the unit of consumption is not published. | Not disclosed. No unit of pricing is published — not per seat, per project, per design, per token or per engagement |
|
Variable cost Workload / overage exposure |
Medium variable cost | High variable cost | High 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 | High variable cost | Medium variable cost | High variable cost | High variable cost | High variable cost | Medium variable cost | High variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | High variable cost | Medium variable cost | Low variable cost | Medium variable cost | High variable cost | High variable cost | Medium variable cost | High variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Low variable cost | Low 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 | High variable cost | Medium variable cost |
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Free tier / trial Try before you buy |
No free tier
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Buying motion Self-serve vs sales call |
Sales call | Sales call | Sales call | Self-serve | Sales call | Mixed | Sales call | Self-serve | Mixed | Self-serve | Mixed | Sales call | Mixed | Mixed | Mixed | Self-serve | Mixed | Sales call | Sales call | Mixed | Self-serve | Self-serve | Sales call | Sales call | Self-serve | Sales call | Sales call | Sales call | Mixed | Mixed | Sales call | Sales call | Self-serve | Self-serve | Sales call | Self-serve | Sales call | Sales call | Sales call | Self-serve | Mixed | Self-serve | Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Mixed | Sales call | Sales call | Sales call |
Capability matrix (52 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 |
| 14.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | |
|
U
UiPath
|
14.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full |
|
A
AutoGPT
|
13.0 / 14 | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Full | Full | Full | Full | Partial |
|
C
CrewAI
|
13.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Partial |
| 13.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | No | |
|
D
Dataiku
|
13.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | No |
| 13.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | No | |
|
S
Sim
|
13.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Partial |
|
W
Warp
|
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 |
|
B
Boomi
|
12.5 / 14 | Full | Full | Full | Full | Full | Full | Partial | 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 |
| 12.5 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Full | Full | No | |
|
S
SimplAI
|
12.5 / 14 | Full | Full | Full | Partial | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Partial |
|
A
AgentX
|
12.0 / 14 | Full | Full | Full | Full | Partial | Full | Partial | Full | Full | Full | Full | Full | Full | No |
| 12.0 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Full | Partial | No | |
| 12.0 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Full | Partial | No | |
|
d
dSilo
|
12.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Partial | Partial | Full | No |
| 12.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Partial | No | |
|
S
SmythOS
|
12.0 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Full | Full | Full | Partial | Partial |
|
S
SuperAGI
|
12.0 / 14 | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Partial | Full | Full | Partial | Partial |
| 11.5 / 14 | Full | Full | Partial | Full | Full | Full | Unknown | Unknown | Full | Full | Full | Full | Full | Full | |
| 11.5 / 14 | Full | Full | Full | Partial | Full | Full | No | Partial | Full | Full | Full | Full | Full | Partial | |
| 11.5 / 14 | Full | Full | Full | Full | Partial | Partial | Full | Full | Full | Partial | Full | Full | Full | No | |
| 11.5 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Partial | Full | Partial | Full | No | |
|
R
Rasa
|
11.5 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Full | Partial | Full | Full | Full | Full | No |
|
R
Redbird
|
11.5 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Full | No | Full | Partial | Full |
|
R
Retool
|
11.5 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Full | Partial | Full | Full | Full | Full | No |
|
A
Airtable
|
11.0 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Partial | Full | Full | Full | Full | Partial | No |
|
A
Artian
|
11.0 / 14 | Full | Full | Partial | Full | Full | Full | Partial | Full | Full | Partial | Full | Partial | Full | No |
|
A
Altilia
|
10.5 / 14 | Partial | Full | Full | Full | Full | Full | No | Full | Full | Partial | Full | Full | Partial | No |
| 10.0 / 14 | Full | Full | Partial | Partial | No | Partial | Full | Full | Partial | Full | Full | Partial | Partial | Full | |
|
M
Manus
|
10.0 / 14 | Full | Full | Partial | Full | Full | Full | Partial | No | Full | Full | No | Full | No | Full |
|
W
Weav.ai
|
10.0 / 14 | Full | Full | Full | Full | Full | Partial | No | Full | Full | Partial | Partial | Partial | Partial | Partial |
|
M
Mindra
|
9.5 / 14 | Full | Full | Full | Full | Full | Full | Partial | No | Partial | Full | Full | No | Partial | No |
|
U
Uniphore
|
9.5 / 14 | Partial | Full | Full | Partial | Full | Partial | No | Full | Full | Partial | Full | Partial | Full | No |
|
K
Kleio
|
9.0 / 14 | Full | Full | Full | Partial | Partial | Full | Full | No | Full | Full | No | Partial | Partial | No |
|
S
Sully.ai
|
9.0 / 14 | Full | Full | Partial | Partial | Full | Full | No | No | Full | Full | Partial | Full | Partial | No |
|
H
Helio
|
8.5 / 14 | Full | Full | Partial | Full | Partial | Partial | Full | No | Partial | Full | Full | Partial | No | No |
|
P
Pokee AI
|
8.5 / 14 | Full | Full | Partial | Partial | Partial | Partial | Full | Full | Partial | Full | No | Full | No | No |
|
R
Restate
|
8.5 / 14 | Partial | Full | No | Partial | Partial | Full | Full | Full | Partial | Full | No | Full | Partial | No |
| 8.0 / 14 | Partial | Full | Full | Full | Partial | Full | Partial | No | Partial | Partial | Partial | No | Full | No | |
|
E
Enhans
|
8.0 / 14 | Partial | Full | Full | Partial | No | Full | No | Full | Full | Partial | No | Partial | No | Full |
|
K
Kana
|
7.5 / 14 | Full | Full | Full | Full | Partial | No | Partial | No | Partial | Full | Partial | No | Partial | No |
| 7.0 / 14 | Full | Full | Partial | Full | Partial | Full | No | No | Full | Full | No | No | No | No | |
|
E
Epiminds
|
7.0 / 14 | Full | Full | Full | Partial | No | No | Partial | No | Full | Full | Partial | No | Partial | No |
| 7.0 / 14 | Partial | Full | Partial | Full | Unknown | Partial | No | Full | Full | Partial | Full | Unknown | No | No | |
|
T
Thefword
|
6.5 / 14 | Full | Full | Partial | Partial | Partial | Partial | No | Full | Partial | Partial | No | Partial | No | No |
| 6.5 / 14 | Partial | Full | Partial | Partial | Partial | Partial | Partial | Full | Partial | Partial | No | No | Partial | No | |
| 5.5 / 14 | Partial | Full | Full | Partial | Partial | Partial | No | No | Partial | Partial | No | No | Partial | No | |
| 4.5 / 14 | Partial | Partial | Partial | Partial | Partial | No | No | Full | Partial | No | No | Partial | No | No |
Full / Explicit= Confirmed supportedPartial= Partial / limitedNo / Not documented= Not publicly documented as first-classUnknown / Unspecified= Not verified in public sources
Head to head comparisons (26)
- Agent Zero vs CrewAI
- CrewAI vs Relevance AI
- Manus vs Pokee AI
- Distyl AI vs Databricks Agent Bricks
- CrewAI vs Databricks Agent Bricks
- CrewAI vs LangChain
- CrewAI vs SmythOS
- Relevance AI vs SmythOS
- Agent Zero vs SuperAGI
- CrewAI vs SuperAGI
- AutoGPT vs CrewAI
- Agent Zero vs AutoGPT
- Dataiku vs Databricks Agent Bricks
- Akka vs CrewAI
- Relevance AI vs Wand AI
- Altilia vs CrewAI
- Legion Intelligence vs Rasa
- Dataiku vs OutSystems
- Akka vs Kestra
- Akka vs Databricks Agent Bricks
- Akka vs LangChain
- AutoGPT vs SuperAGI
- AutoGPT vs Relevance AI
- Relevance AI vs SuperAGI
- Distyl AI vs Relevance AI
- Dataiku vs UiPath