Catch hallucinations. Kill bad chains. Compress context. Cut your LLM bill.
Real scenarios. Real savings. Watch what happens with and without validation.
Keep your LLM provider, your keys, your stack. Add one API call.
One API. No SDKs required — just HTTP. For teams running LLM-powered agents in production.
Every LLM response checked for hallucinations, safety issues, and overconfident claims. One API call, instant results — no extra LLM calls added.
Sub-millisecondBad agent chains get killed early — before downstream agents waste tokens on garbage data. Fewer retries, fewer wasted calls, lower bill.
30%+ cost reductionLet your agents talk to each other through a validated channel. Every message checked before delivery. Standard JSON — works with any framework.
Validated relayRun multi-step agent pipelines with built-in quality checks. If one step produces bad output, the whole chain stops before it cascades.
OrchestrationCompress long conversations into concise briefings. Same information, fewer tokens, lower cost. Works instantly with no extra LLM calls.
40%+ token savingsReport real outcomes and your validation thresholds automatically improve over time. Tailored to your specific domain and use case.
Self-improvingNo SDK needed. Standard HTTP from any language.
curl -X POST https://gateway.cipherandrow.com/v1/validate \ -H "Content-Type: application/json" \ -H "X-API-Key: YOUR_KEY" \ -d '{ "message": { "type": "analysis", "content": "Based on market data...", "confidence": 0.85 } }'
const resp = await fetch('https://gateway.cipherandrow.com/v1/validate', { method: 'POST', headers: { 'Content-Type': 'application/json', 'X-API-Key': 'YOUR_KEY' }, body: JSON.stringify({ message: { type: 'analysis', content: 'Based on market data...', confidence: 0.85 } }) }); const result = await resp.json(); // result.valid === true
import requests resp = requests.post( 'https://gateway.cipherandrow.com/v1/validate', headers={ 'Content-Type': 'application/json', 'X-API-Key': 'YOUR_KEY' }, json={ 'message': { 'type': 'analysis', 'content': 'Based on market data...', 'confidence': 0.85 } } ) result = resp.json() # result['valid'] == True
All endpoints accept and return JSON. Authentication via X-API-Key header.
| Method | Path | Description |
|---|---|---|
| POST | /v1/validate | Validate a message (safety, confidence, hallucination) |
| POST | /v1/swarm/check | Fail-fast chain check for agent swarms |
| POST | /v1/relay | Validated agent-to-agent relay |
| POST | /v1/compress | Compress conversation context (CPU-only, no LLM) |
| POST | /v1/context/check | Context window management |
| POST | /v1/orchestrator/workflows | Create multi-agent DAG workflows |
| POST | /v1/orchestrator/workflows/:id/run | Start a workflow run |
| POST | /v1/feedback | Report outcomes for confidence calibration |
| POST | /v1/onboard | Self-service API key provisioning |
| GET | /v1/usage | 30-day usage history |
| GET | /health | Health check |
Real numbers from our overnight test suite — not projections.