Every AI platform lets you build a demo. Kapi is the only one that ships with testing, human oversight, and portable manifests — so you can go from PoC to production without rewriting your config.
Validated against 9 platforms and 3 cognitive architectures.
Built something great? Own it.
Your blueprint configuration, uploaded documents, eval datasets, and conversation history are yours — export anytime. Need the runtime inside your firewall? License the manifest engine via Enterprise contract.
Real approval queues. Not "escalate to Slack."
Built-in human-in-the-loop with approval workflows, confidence thresholds, timeout handling, and audit trails. Compliance-ready from day one.
Would you ship code without tests?
20 evaluation criteria — faithfulness, groundedness, PII detection, safety scoring, custom business rules. RAGAS methodology built in. Know your agent quality before it reaches users.
Living specs that sync with code.
Start with a PRD. Specs stay connected to implementation — when the agent changes, the spec updates. When the spec changes, the agent follows. No drift.
Simple for PMs. Deep for developers.
PMs see checkboxes and toggles. Developers open the hood to see LangGraph nodes, tool configs, and prompt templates. Same platform, two experiences.
A single deployment serves every blueprint. Config-driven routing means 10-second provisioning, not 60-second container sprawl.
Every blueprint follows the same 8-layer structure with built-in quality benchmarks. Compare, audit, and improve across your entire AI portfolio.
We researched every major AI agent platform so you don't have to.
| Capability | Kapi | Gumloop | Dify | n8n | CrewAI |
|---|---|---|---|---|---|
| Visual Builder | Partial | ||||
| Manifest + Data Export | Partial | ||||
| Self-Hosting | Partial | ||||
| HITL Approval Queues | |||||
| Built-In Eval/Testing | Partial | ||||
| RAG Pipeline | Partial | Partial | Partial | ||
| 150+ Integrations | Partial | Partial | |||
| Multi-Agent Orchestration | Partial | ||||
| PM-Friendly UX | |||||
| Enterprise Observability | Partial |
Research conducted February 2026 across 9 platforms + cognitive architectures (SOAR, ACT-R, BDI).
18 evaluation criteria. RAGAS methodology. EU AI Act compliance checks. Every response scored before it reaches your users.
id: faithfulness
evaluator: llm-judge
prompt: |
Step 1: Extract factual claims
Step 2: Check each claim against
provided context
Step 3: Score = supported / total
threshold: 0.85
methodology: RAGASGeneric capability tests every agent must pass
Blueprint-specific tests — "Cite sources for RAG queries"
Custom business rules — "Never mention competitor X"
5 evaluators: LLM-Judge, Exact Match, Semantic Similarity, Contains, Human Review.
Real results from real companies — the same patterns Kapi blueprints deploy.
Klarna
AI handles two-thirds of customer service. Resolution: 11 min → 2 min.
Broadcom
IT support agents resolve 9 in 10 tickets without human intervention.
Atlassian
90% of PMs use Rovo AI agents weekly for daily workflows.
Ciena
Approvals dropped from 3 days to 30 minutes. Built by non-developers.
Sources: OpenAI, Moveworks, Atlassian, Intercom. See Enterprise Atlas for all case studies.
Get started for free. Deploy to a real URL when stakeholders approve.