SIREN
Quality Coherence Guardian
Catches hallucinations before your users do.
Like the mythical Sirens warning sailors of danger, SIREN sounds the alarm when AI output degrades. It scores every response for coherence, factuality, and relevance — catching hallucinations, repetitions, and incoherent answers before they reach your users.
A Hallucinated Answer Costs More Than No Answer.
⌠Without SIREN
LLM Response → User reads hallucination → Trust destroyed
- Users retry 5-15% of responses (wasted compute)
- Hallucinated data enters downstream systems
- Customer support costs spike from AI errors
- Brand reputation eroded with each bad answer
✅ With SIREN
LLM Response → Coherence score → Pass or regenerate
- Every response scored for coherence and factuality
- Low-quality responses flagged or auto-regenerated
- Users only see high-quality outputs
- Retry savings compound — fewer tokens wasted
Hallucination Is a Liability Event.
âš–ï¸ Legal Protection
AI hallucinations that lead to business decisions create legal liability. SIREN provides documented evidence that quality controls were active — your due diligence shield.
📊 Quality Metrics
Every response receives a coherence score (0-1.0). Dashboards show quality trends over time, alerting before degradation becomes visible to users.
🔄 Auto-Retry Logic
Responses below threshold are automatically regenerated once. If the retry also fails, the response is flagged for human review — never silently passed through.
ðŸ›¡ï¸ Model Degradation Detection
When an LLM provider degrades (model updates, capacity issues), SIREN catches it first. Your quality stays constant regardless of provider instability.
Hallucinations Are the Most Expensive Tokens You Generate.
| Cost Category | Without SIREN | With SIREN | Impact |
|---|---|---|---|
| User retry rate | 5-15% of responses | <1% (auto-caught) | 90% reduction |
| Wasted compute (retries) | $3-8B/yr at scale | $300M (1 auto-retry) | 90% savings |
| Customer support from AI errors | $2-5K/incident | Incidents prevented | Liability avoided |
| Quality scoring latency | N/A | <5ms per response | Invisible overhead |
| At 1M req/month | $28,000/mo (incl. retries) | $23,500/mo | $4,500/mo saved |
Your Users Deserve Better Than Hallucinations.
SIREN scores every response automatically through api.destill.ai/v1.