Routing strategy
5-pass escalation
Explore The Architecture
How The Verification Architecture Scales
Verity routes claims through a staged pipeline that balances speed, cost, and evidentiary quality. Simple claims resolve quickly. Ambiguous claims escalate automatically to deeper passes.
Model pool
22 models active
Cost profile
Escalate only when needed
Section 1
1) Pass-Based Orchestration
Requests start with efficient model paths and escalate only when confidence or agreement is insufficient. This keeps common cases fast while preserving depth for hard claims.
- Pass 1 handles straightforward claims with low-latency model combinations.
- Intermediate passes add broader model families and richer source retrieval.
- Final passes prioritize depth, contradiction analysis, and robustness checks.
Section 2
2) Evidence And Consensus Layer
The architecture separates model inference from evidence synthesis. This prevents one model from dominating a verdict without corroborating source support.
- Source retrieval and source scoring are run alongside model reasoning.
- Consensus is weighted by source authority and contradiction pressure.
- Final outputs include structured rationale rather than only a verdict label.
Section 3
3) Reliability Under Production Load
The pipeline is designed for operational teams who need predictable behavior during peak volume and high-stakes publishing windows.
- Queue-aware processing smooths spikes without discarding verification fidelity.
- Health checks and provider fallback keep runs resilient across outages.
- Audit artifacts are retained so post-publication reviews remain reproducible.
See The Pipeline On A Real Claim
Submit a claim and watch the architecture route it through passes, aggregate sources, and produce a transparent confidence result.