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 logoTaskade
Vellum logoVellum
Voiceflow logoVoiceflow
Zapier logoZapier

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
Full Full Full Full Partial Full Full Full Full Partial Partial Full Full No
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
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
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
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
Full Full Partial Unknown Partial Full Partial Full Full Partial Full Full Full Partial
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
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

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Agentic AI Index

A directory and comparison resource for AI agent platforms, autonomous workflow tools, and enterprise agentic automation products.

© 2026 Agentic AI Index

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Researched from public vendor sources. See Methodology.