Agentic AI Index
Compare the best Agent builders (2026)
This page compares 24 agent builders that let teams design and deploy agents with low-code or no-code tooling. Each vendor is scored across 14 buyer-facing capabilities, including integration depth, knowledge grounding, governance, and deployment options. Use it to compare the whole field at a glance.
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 |
A
Activepieces
|
A
Agent Zero
|
B
Base44
|
D
Dify
|
F
Flowise
|
G
Gumloop
|
K
Khoj
|
L
Langflow
|
L
Lindy
|
L
Lovable
|
L
Lyzr
|
M
Make
|
M
MindStudio
|
M
Moterra
|
n
n8n
|
R
Relevance AI
|
R
Replit Agent
|
S
SmythOS
|
S
StackAI
|
S
StackBlitz Bolt
|
 Taskade |
 Vellum |
 Voiceflow |
 Zapier |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
Entry price Lowest public entry point |
$5/active flow/mo · free 10 flows | — | From $20/mo | From $59/mo · Sandbox free demo + free self-host | From $35/mo · free tier | From $37/mo · free tier (5,000 credits) | — | Free (OSS, self-host) | $49.99/mo | — | From $19/mo + per-run ($0.08 Cloud/$0.03 VPC) + LLM | From $9/mo · free tier | $20/mo + usage; $16/mo AE + usage | — | From €20/mo (annual) · free self-host | $19/mo AE | — | $39/seat/mo | Free (500 runs/mo) · Enterprise custom (per-seat) | — | — | — | — | From $19.99/mo · free tier |
|
Pricing confidence How public the numbers are |
Public — partial | — | Public — partial | Public — partial | Public — partial | Public — partial | — | Public — partial | Public — exact | — | Public — partial | Public — partial | Public — exact | — | Public — partial | Public — partial | — | Public — exact | Contact only | — | — | — | — | Public — partial |
|
Billing Primary billing axis |
flat | — | credits | credits | usage | credits | — | usage | plan fee + credit/task meter | — | hybrid | credits | plan fee + usage pass-through | — | runs | actions + vendor credits | — | platform fee + model/runtime usage | runs | — | — | — | — | tasks |
|
Variable cost Workload / overage exposure |
Low variable cost | — | Low variable cost | Medium variable cost | Medium variable cost | High variable cost | — | Medium variable cost | High variable cost | — | Medium variable cost | High variable cost | High variable cost | — | Medium variable cost | High variable cost | — | High variable cost | Medium variable cost | — | — | — | — | High variable cost |
|
Free tier / trial Try before you buy |
Free tier
|
— |
Free tier
|
Free tier
|
Free tier
|
Free tier
|
— |
Free tier
|
No free tierTrial
|
— |
Free tier
|
Free tier
|
Free tier
|
— |
Free tierTrial
|
Free tier
|
— |
Free tier
|
Free tier
|
— | — | — | — |
Free tierTrial
|
|
Buying motion Self-serve vs sales call |
Mixed | — | Mixed | Mixed | Mixed | Mixed | — | Mixed | Self-serve | — | Mixed | Mixed | Self-serve | — | Mixed | Self-serve | — | Self-serve | Mixed | — | — | — | — | Mixed |
Capability matrix (24 vendors)
14 buyer-facing capabilities · researched from public sources
| Vendor | 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Full | Full | No | Full | Full | Full | Full | Full | No | Partial | Partial | Full | Partial | Partial | |
| Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | |
|
B
Base44
|
Full | Partial | Partial | Partial | Partial | Unknown | Partial | Partial | Full | Partial | Partial | Full | Unknown | No |
|
D
Dify
|
Full | Full | Full | Unknown | Partial | Full | Partial | Full | Partial | Partial | Full | Full | Partial | No |
|
F
Flowise
|
Full | Full | Full | Full | Partial | Full | Full | Full | Full | Partial | Partial | Full | Full | No |
|
G
Gumloop
|
Full | Full | Partial | Full | Full | Full | Partial | Full | Full | Full | Full | Full | Partial | No |
|
K
Khoj
|
Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown |
|
L
Langflow
|
Full | Full | Full | No | Partial | Full | No | Full | Full | Partial | Full | Full | Partial | Partial |
|
L
Lindy
|
Full | Full | Full | Partial | Partial | Full | Full | No | Full | Full | Full | Partial | Partial | Full |
|
L
Lovable
|
Full | Full | Partial | Partial | Full | Partial | Partial | Full | Partial | Partial | No | Full | Partial | No |
|
L
Lyzr
|
Full | Full | Full | Full | Full | Full | Unknown | Full | Partial | Partial | Full | Partial | Full | No |
|
M
Make
|
Full | Full | Partial | No | Partial | Full | Partial | No | Full | Full | Full | Full | Partial | No |
| Full | Full | Partial | Unknown | Partial | Partial | Unknown | Partial | Full | Full | Full | Full | Full | No | |
|
M
Moterra
|
Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown |
|
n
n8n
|
Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Partial | Partial | Full | No |
| Full | Full | Full | Partial | Full | Partial | Full | Partial | Full | Full | Full | Full | Partial | No | |
| Full | Full | Partial | Partial | Full | Partial | Full | Full | Full | Full | Partial | Full | Full | No | |
|
S
SmythOS
|
Full | Full | Partial | Unknown | Partial | Full | Partial | Full | Full | Partial | Full | Full | Full | Partial |
|
S
StackAI
|
Full | Full | Full | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Partial | No |
| Full | Full | Partial | Partial | Partial | Partial | Partial | Full | Partial | Partial | Partial | Full | Partial | No | |
|
T
Taskade
|
Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown |
|
V
Vellum
|
Full | Full | Partial | Full | Partial | Full | Partial | Full | Partial | Partial | Full | Full | Full | No |
| Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | |
|
Z
Zapier
|
Full | Full | Partial | Partial | Full | Full | No | Partial | Full | Full | Partial | Full | Partial | No |
Full / Explicit= Confirmed supportedPartial= Partial / limitedNo / Not documented= Not publicly documented as first-classUnknown / Unspecified= Not verified in public sources