A Rising Tide Lifts All Boats
All Aboard

We route you to the best model for your task. Always.

How it works

How it works

Four layers one system

Quality Control as a System

Boosts performance 50%+

SYNC QC FEEDBACK → MEMORY QC FEEDBACK → CONTEXT
01
Persistent Memory
Cross-model memory that persists regardless of the underlying model
+5–10%
02
Context Lake
Ground truth examples auto-injected as few-shot context for every request
+15–20%
03
Smart Model-Routing
Claude
GPT
Gemini
Grok
Routes each request to the best model for the task, informed by evals
+10%
04
Deterministic QC Layer
Unit tests for documents. Consistency, completeness, correctness. Automated.
+10%
Request
Verified
Chat
Documents
Evals
VESSEL
How can we help you?
+
▾ AUTO-ROUTE
ALL MODELS CONNECTED

How it works

Four layers one system

Request
01 +5–10%

Persistent Memory

Cross-model memory that persists regardless of the underlying model

02 +15–20%

Context Lake

Ground truth examples auto-injected as few-shot context

03 +10%

Smart Model-Routing

Claude
GPT
Gemini
Grok

Routes each request to the best model for the task

04 +10%

Deterministic QC Layer

Unit tests for documents. Consistency, completeness, correctness. Automated.

Verified

Quality Control as a System

Boosts performance 50%+

VESSEL
How can we help you?
+
▾ AUTO-ROUTE

Quality Control as a System

Boosts performance 50%+

Works across every frontier model
Claude
GPT-4o
Gemini
Grok
Local / Offline

Built on a
verified
foundation.

Every output tested for consistency, completeness, correctness, conformance, and coherence. Automated unit tests for documents — not spot checks.

Miss
Consistency · Revenue in deck vs. filing
Δ $3.4M
Warn
Completeness · Missing source on exhibit table
Warn
Coherence · "Declined" claim contradicts +4% trend
Pass
Correctness · Derived totals recompute from inputs
$215M ✓

Selective early access.
Invite-only.

We're working with a small group of teams that run on precision. If that's you, tell us what you're working on.

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Invite-only · Built by Tie QC