Agentic Index
Compare the best Multi-agent platforms (2026)
This comparison scores all 58 multi-agent platforms across the same 14 agentic AI capabilities, researched from public sources. UiPath shows the broadest documented coverage; see the full ranking for the ordered list.
This page compares 58 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 | U UiPath |
A Automation Anywhere |
C CrewAI |
S ServiceNow |
B Boomi |
C CrowdStrike |
R Rasa |
S Sim |
S SimplAI |
A Akka |
D Databricks Mosaic AI |
D Dataiku |
E Edge Delta |
K Kestra |
L Legion Intelligence |
O OutSystems |
A Altilia |
D Distyl AI |
I Innovaccer |
L LangChain |
 Mindra |
 Redbird |
 Retool |
 SuperAGI |
 Airtable |
 dSilo |
 Kleio |
 Relevance AI |
 Agent Zero |
 Augment Code |
 AutoGPT |
 Enhans |
 Epiminds |
 Pluto7 |
 SmythOS |
 AgentX |
 Opensee |
 Potato |
 RedOwl |
 Wand AI |
 Weav.ai |
 ChipAgents |
 Hatchet |
 Sully.ai |
 Thefword |
 Force Equals |
 Helio |
 Kana |
 Mastery AI |
 Otel AI |
 Restate |
 Artian |
 Pokee AI |
 Manus |
 Connected-Stories |
 AlethianAI |
 Sindri |
 Feltsense |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
Entry price Lowest public entry point |
Contact sales (Autopilot included; free tier to start) | Not public for paid editions; enterprise pricing quoted through sales, with a free Cloud Community Edition | Free (50 exec/mo) · Professional $25/mo · OSS free (MIT) | Not public; enterprise sales, priced per user and package with agentic features metered as assists | Not public; Agentstudio Base Edition included in Boomi Enterprise Platform editions, with more via enterprise sales | Not public; sold within the Falcon platform through enterprise sales, with agent usage metered by credits | Free developer edition · Growth from $35k/yr | $25/mo (Pro, 5,000 credits) | $99 per month (Starter) | Open source core under BSL (converts to Apache v2 after 36 months); commercial and enterprise use is sales led with no public pricing. All agentic components are included in the Akka license. | Free trial · usage based (DBUs) | Free community edition; paid enterprise editions priced by users and capabilities through sales | Free to start with no credit card; paid plans bill on data stored and AI tokens through a credits system, with full rate cards not published on retrieved pages | Free open source edition; Enterprise Edition license and Kestra Cloud are quoted through sales with no published rates | Not public; quoted through enterprise and government contracting across cloud, on premise, and classified environments | Free tier to start building; production enterprise pricing quoted, scaled to applications, agents, users, and environments | Contact sales | Custom, outcome based (contact sales) | Contact sales | From $39/seat/mo · free tier | Free to try (describe your first automation); paid subscription or usage-based plans with pilot onboarding. Exact tier prices not public this session. | Contact sales | Free tier; Team from roughly 10 to 12 USD per builder per month, with agent time billed hourly on top | OSS free · platform seat $49/user/mo | 20 USD per user per month, billed annually | Contact sales | Custom (contact sales) | Free (200 Actions/mo) · Pro $19/mo annual ($29 monthly) | Free and open source | From $100/mo flat · Business (up to 50 seats) | Free to self-host the full open source platform with your own model API keys and hardware; the hosted cloud offers Pro, Max, and Team subscription plans with a pay as you go credit wallet for agent runs and deliberately no free cloud tier. | Not public; quoted through enterprise engagement, with an Azure Marketplace listing but no public rates | Contact sales (pricing not yet public) | Custom (setup plus subscription plus usage) | Free tier · paid plans + usage (Builder entry) | Free tier; paid plans credit based, prices not public | Enterprise pricing via AWS Marketplace or direct; not publicly listed | Beta (join waitlist; no public pricing) | Custom (contact sales; AWS Marketplace contract) | Not public; enterprise platform quoted through sales, scoped from single process automation up to entire divisions | Contact sales | Not public; enterprise licensing, with multi year multi million dollar agreements reported | Free and open source to self-host under the MIT license, with PostgreSQL as the only required dependency; Hatchet Cloud is a managed service used by hundreds of companies, available to sign up and try. | Contact sales | Free to start (150 credits); Pro and Enterprise paid, credit based | Custom (pilot then enterprise) | $20/mo (Pro; $16/mo billed annually) | Custom (contact sales) | Contact sales | Contact sales; per property subscription | Free and open source self hosted; Restate Cloud has a free tier plus four paid plans | No public pricing; sold to large financial institutions and deploying to targeted customers via a sales led, custom enterprise motion. | $19.99/mo | Free tier with three hundred daily refresh credits; paid Pro from twenty dollars per month, Extended at two hundred dollars per month | No public pricing; sold to brands and agencies via demo, with a Google Cloud Marketplace listing in the Generative AI category rather than a public rate card. | Contact sales | Enterprise pricing; engaged directly, not public | No public pricing (equity and subscription model) |
|
Pricing confidence How public the numbers are |
Contact only | Contact only | Public, partial | Contact only | Contact only | Contact only | Public, partial | Public, exact | Public, partial | Contact only | Public, partial | Public, partial | Public, partial | Contact only | Contact only | Contact only | Contact only | Contact only | Contact only | Public, partial | Public, partial | Contact only | Public, partial | Public, partial | Public, exact | Contact only | Contact only | Public, partial | Public, exact | Public, partial | Public, partial | Contact only | Contact only | Contact only | Public, partial | Public, partial | Contact only | Contact only | Contact only | Contact only | Contact only | Contact only | Public, partial | Contact only | Public, partial | Contact only | Public, exact | Contact only | Contact only | Contact only | Public, partial | Contact only | Public, exact | Public, partial | Contact only | Contact only | Contact only | Contact only |
|
Billing Primary billing axis |
consumption and role (robots, agents, platform units) | bots, consumption, and connected models | workflow executions / order-form | per user and package plus assist consumption | platform edition plus agent capabilities | Falcon platform subscription plus agent credit usage | subscription (by conversations) | credits | credits, with a hard daily run cap and per tier limits on applications, users and dataset storage | compute cores or platform license (not publicly disclosed) | usage (DBUs) | users and platform capabilities | data stored in the platform plus AI tokens consumed, managed through a credits system with monthly allocations | license fees on top of a free open source core, scoped by organization size and features, plus usage based pricing on the managed Kestra Cloud | enterprise and government contracting, scaled to deployment, environments, and users | enterprise engagement scaled to applications, agents, users, and environments | Enterprise license for the platform and agents; specifics undisclosed. | — | — | hybrid | subscription plus agent-run usage | — | three user classes plus agent hours and AI credits | per user + credits + credit packs | seats plus AI credits | Enterprise subscription for platform and agent access; specifics undisclosed. | — | actions + vendor credits | — | hybrid | Subscription sets included AutoPilot Chat usage; agent runs draw from a prepaid credit wallet at the same rate on every plan. | enterprise subscription scoped to agents, workflows, and usage | — | — | platform fee + model/runtime usage | Plan tier plus consumable credits by agent activity and model. | Enterprise engagements scoped to data volume and deployment; available via AWS Marketplace or direct. | — | — | enterprise agreement, believed scoped to agents, processes automated, and deployment model | Enterprise license for insurers, MGAs, and administrators; specifics undisclosed. | enterprise license | Open-source self-host free; Hatchet Cloud managed service usage. | — | — | — | credits | — | Enterprise license for insurers, MGAs, and brokers; specifics undisclosed. | Per property subscription, sold via direct sales; specifics undisclosed. | free open source self hosted; managed cloud plans not retrieved | enterprise platform license, scoped per institution | credits | credit based subscription; every action consumes credits, complex tasks consume many | Not published; enterprise creative management platform. | Enterprise or per practice; sold via direct sales, specifics undisclosed. | Enterprise engagements; start with a single workflow to prove governed execution. | — |
|
Variable cost Workload / overage exposure |
High 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 | High variable cost | Medium variable cost | Medium variable cost | High variable cost | Medium variable cost | High variable cost | High variable cost | High variable cost | High 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 | High variable cost | High 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 | Medium 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 | Medium variable cost | Medium variable cost | Low variable cost | Low variable cost | Low variable cost | High variable cost | High variable cost | Medium variable cost | Medium variable cost | Medium variable cost |
|
Free tier / trial Try before you buy |
Free tierTrial
|
Free tierTrial
|
Free tier
|
No free tierTrial
|
No free tierTrial
|
No free tierTrial
|
Free tier
|
Free tier
|
No free tierTrial
|
Free tierTrial
|
No free tierTrial
|
Free tierTrial
|
Free tier
|
Free tier
|
No free tier
|
Free tierTrial
|
No free tier
|
No free tier
|
No free tier
|
Free tier
|
Free tierTrial
|
No free tier
|
Free tierTrial
|
Free tier
|
Free tierTrial
|
No free tier
|
No free tier
|
Free tier
|
No free tier
|
No free tierTrial
|
Free tier
|
No free tierTrial
|
No free tier
|
No free tier
|
Free tier
|
Free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tierTrial
|
Free tier
|
No free tier
|
Free tier
|
No free tierTrial
|
Free tier
|
No free tier
|
No free tier
|
No free tier
|
Free tierTrial
|
No free tier
|
Free tier
|
Free tierTrial
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
|
Buying motion Self-serve vs sales call |
Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Mixed | Mixed | Mixed | Mixed | Mixed | Sales call | Mixed | Mixed | Sales call | Mixed | Sales call | — | Sales call | Mixed | Mixed | Sales call | Mixed | Self-serve | Mixed | Sales call | Sales call | Self-serve | — | Mixed | Self-serve | Sales call | Sales call | Sales call | Self-serve | Self-serve | Sales call | Mixed | Sales call | Sales call | Sales call | Sales call | Self-serve | Sales call | Mixed | Mixed | Self-serve | Sales call | Sales call | Sales call | Self-serve | Sales call | Mixed | Self-serve | Sales call | Sales call | Sales call | Sales call |
Capability matrix (58 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
U
UiPath
|
13.5 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Partial |
| 13.0 / 14 | Full | Full | Full | Full | Full | Full | Partial | 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 | Partial | Full | Full | Partial | |
|
B
Boomi
|
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 | |
|
R
Rasa
|
12.5 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | No |
|
S
Sim
|
12.5 / 14 | Full | Full | Full | Full | Partial | Full | Full | Full | Partial | Full | Full | Full | Full | Partial |
|
S
SimplAI
|
12.5 / 14 | Full | Full | Full | Partial | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Partial |
|
A
Akka
|
12.0 / 14 | Full | Full | Partial | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | No |
| 12.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Partial | Partial | Full | Full | Full | No | |
|
D
Dataiku
|
12.0 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Full | No |
| 12.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Partial | No | |
|
K
Kestra
|
12.0 / 14 | Full | Full | Partial | Full | Full | Full | Full | Full | Full | Full | Full | Full | Partial | No |
| 12.0 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Full | No | |
| 12.0 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Full | No | |
|
A
Altilia
|
11.5 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Partial | No |
| 11.5 / 14 | Full | Full | Full | Full | Full | Full | Full | Partial | Partial | Full | Full | Partial | Full | No | |
| 11.5 / 14 | Full | Full | Full | Full | Full | Full | No | Partial | Full | Full | Full | Full | Full | No | |
| 11.5 / 14 | Full | Full | Full | Full | Partial | Full | Full | Full | Partial | Partial | Full | Full | Full | No | |
|
M
Mindra
|
11.5 / 14 | Full | Full | Full | Full | Full | Full | Full | Partial | Partial | Full | Full | Full | Partial | No |
|
R
Redbird
|
11.5 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Partial | Partial | Partial | Full | Partial |
|
R
Retool
|
11.5 / 14 | Full | Full | Partial | Partial | Full | Full | Partial | Full | Full | Full | Full | Full | Full | No |
|
S
SuperAGI
|
11.5 / 14 | Full | Full | Partial | Full | Full | Full | Full | Full | Full | Partial | Partial | Full | Full | No |
|
A
Airtable
|
11.0 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Partial | Full | Full | Full | Full | Partial | No |
|
d
dSilo
|
11.0 / 14 | Full | Full | Full | Full | Full | Full | Partial | Partial | Full | Partial | Partial | Full | Full | No |
|
K
Kleio
|
11.0 / 14 | Full | Full | Full | Partial | Full | Full | Full | Partial | Full | Full | Partial | Full | Partial | No |
| 11.0 / 14 | Full | Full | Full | Partial | Full | Partial | Full | Partial | Full | Full | Full | Full | Partial | No | |
| 10.5 / 14 | Full | Full | Partial | Partial | Partial | Partial | Full | Full | Partial | Partial | Full | Full | Partial | Full | |
| 10.5 / 14 | Full | Full | Full | No | Full | Full | Full | Full | Partial | Partial | Full | Full | Partial | No | |
|
A
AutoGPT
|
10.5 / 14 | Full | Full | Partial | Partial | Partial | Full | Partial | Full | Full | Full | Full | Full | Partial | No |
|
E
Enhans
|
10.5 / 14 | Full | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | No | Partial | Partial | Partial |
|
E
Epiminds
|
10.5 / 14 | Full | Full | Full | Full | Partial | Full | Partial | Partial | Full | Full | Full | Partial | Partial | No |
|
P
Pluto7
|
10.5 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Partial | No | Partial | Full | No |
|
S
SmythOS
|
10.5 / 14 | Full | Full | Partial | Unknown | Partial | Full | Partial | Full | Full | Partial | Full | Full | Full | Partial |
|
A
AgentX
|
10.0 / 14 | Full | Full | Full | Partial | Partial | Partial | Partial | Partial | Full | Full | Full | Full | Partial | No |
|
O
Opensee
|
10.0 / 14 | Full | Full | Full | Full | Partial | Full | Full | Partial | Partial | Partial | Full | Partial | Partial | No |
|
P
Potato
|
10.0 / 14 | Full | Full | Full | Partial | Partial | Full | Full | Partial | Partial | Partial | Partial | Full | Full | No |
|
R
RedOwl
|
10.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Partial | Partial | Full | No | Partial | Partial | No |
|
W
Wand AI
|
10.0 / 14 | Full | Full | Partial | Full | Full | Full | Partial | Full | Partial | Partial | Full | Partial | Partial | No |
|
W
Weav.ai
|
9.5 / 14 | Full | Full | Full | Full | Full | Partial | Partial | Full | Full | Partial | No | Full | No | No |
| 9.0 / 14 | Full | Full | Full | Full | Partial | Partial | Partial | Partial | Full | Partial | No | Partial | Full | No | |
|
H
Hatchet
|
9.0 / 14 | Full | Full | No | Partial | Partial | Full | Full | Full | Partial | Full | No | Full | Partial | No |
|
S
Sully.ai
|
9.0 / 14 | Full | Full | Partial | Full | Full | Full | No | Full | Full | Full | Partial | No | No | No |
|
T
Thefword
|
9.0 / 14 | Full | Full | Full | Full | Partial | Partial | Full | Partial | Full | Partial | No | Partial | Partial | No |
| 8.5 / 14 | Full | Full | Full | Full | Partial | Full | Partial | Partial | Partial | Partial | No | Partial | Partial | No | |
|
H
Helio
|
8.5 / 14 | Full | Full | Partial | Full | No | Partial | Full | Partial | Partial | Full | Full | Partial | No | No |
|
K
Kana
|
8.5 / 14 | Full | Full | Full | Full | Partial | Partial | Partial | Partial | Full | Partial | No | Partial | Partial | No |
| 8.5 / 14 | Full | Full | Full | Full | Partial | Partial | No | Full | Full | Partial | Full | No | No | No | |
| 8.5 / 14 | Full | Full | Partial | Full | Full | Full | Full | Partial | Full | Partial | No | No | No | No | |
| 8.5 / 14 | Full | Full | No | Full | Partial | Partial | Full | Full | Partial | Full | No | Full | No | No | |
| 8.0 / 14 | Partial | Full | Partial | Full | Full | Partial | Partial | Full | Partial | No | Full | Partial | No | No | |
| 8.0 / 14 | Full | Full | Partial | No | Partial | Partial | Full | Full | Partial | Partial | No | Partial | No | Full | |
| 7.5 / 14 | Full | Full | Partial | Partial | Partial | Partial | Partial | No | Partial | Partial | Partial | Partial | No | Full | |
| 7.0 / 14 | Full | Full | Partial | Partial | Partial | Full | Partial | Partial | Partial | Partial | No | No | Partial | No | |
| 6.0 / 14 | Full | Full | Partial | Partial | Partial | Partial | No | No | Full | Full | No | No | No | No | |
| 6.0 / 14 | Partial | Full | Partial | Full | Partial | No | No | Full | Full | No | Partial | No | No | No | |
| 5.5 / 14 | Partial | Full | Partial | Partial | No | Partial | Partial | Partial | Partial | Partial | No | No | Partial | 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 Mosaic AI
- CrewAI vs Databricks Mosaic AI
- 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 Mosaic AI
- Akka vs CrewAI
- Relevance AI vs Wand AI
- Altilia vs CrewAI
- Legion Intelligence vs Rasa
- Dataiku vs OutSystems
- Akka vs Kestra
- Akka vs Databricks Mosaic AI
- Akka vs LangChain
- AutoGPT vs SuperAGI
- AutoGPT vs Relevance AI
- Relevance AI vs SuperAGI
- Distyl AI vs Relevance AI
- Dataiku vs UiPath