Specialist models to elevate your firm
Generic frontier models are commodities. Yours aren’t. Gateway trains specialist language models on your vertical and your firm’s prior work — and serves them on infrastructure you control. The reasoning prompt iteration can’t reach starts running natively in your stack.
Capability your competitors can’t buy
Some judgment lives in weights, not prompts. The pattern recognition on a complex commercial dispute. The intuition on a novel claims pattern. The way your senior partners read a 10-K. Gateway encodes these into specialist adapters trained on your firm’s actual case history — so the work that defines your edge starts running natively in the model.
Continual fine-tuning means each cycle builds on the last. The model your firm runs in twelve months is not the model anyone else can buy — it has been trained on twelve months of your team’s work, gated by your team’s blind review, and deployed on infrastructure you control end to end.
Eval drift detected on commercial-litigation cases. Cycle opens autonomously.
Continual fine-tune on the new corpus + corrections from the prior 90 days. Adapter builds on v7.
Locked eval set scored. 50-sample blind partner review. Promotion only on both passes.
Pointer flip. v8 active. v7 retained for instant rollback if production hits surface.
How firms win on Gateway
Where vertical capability becomes a moat.
Frontier model access is a credit-card transaction. Specialist models trained on your firm’s actual work aren’t. That asymmetry is where the durable advantage lives.
Capability you can't license
Generic models hit a ceiling on vertical reasoning. Specialists trained on your case history don't — they've seen the patterns your senior partners spent careers learning. The work that distinguishes your firm starts running natively in the model.
Sovereign by architecture
Shared, dedicated VPC, or fully on-prem — pick the deployment your clients require. Sensitive matters never touch a third-party API. Your firm gets capability your competitors can't access without forfeiting the data control they've promised in writing.
A trajectory that compounds
Each specialist cycle continues from the last — twelve months in, your model has compounded twelve months of your team's corrections. The competitor who turns on Gateway today starts behind, and the gap widens every cycle.
How it stays safe
Promotion through judgment. Rollback at the speed of seconds.
Specialist models don’t ship on benchmark scores alone. Gateway gates every promotion with two non-proxy checks — and runs continuous observation on every deployed version with a watchdog that rolls back instantly when production hits a problem.
Your partners decide. Then the battery decides.
Promotion requires both: human judgment your partners can stand behind, and an automated regression battery with zero tolerance for known failure modes.
Practitioner blind review
Fifty real cases, randomized between the candidate version and current production. Your team picks blind. Pass at ≥85% prefer-new. The only required human touchpoint.
Failure-category battery
Every known failure mode the firm has ever surfaced is tested automatically. Zero tolerance — any hit blocks the promotion. The battery only grows over time.
Every deployed version is under live evaluation
Specialists aren’t shipped and forgotten. The continuous observability layer evaluates production output and flips the rollback switch when needed.
Production output sampled and run against the failure battery. Patterns surface before they become incidents.
The locked workspace eval set scored against the live version every week. Drift is visible the moment it starts.
PII or regulatory exposure triggers instant rollback to the prior adapter. No waiting for a cycle.
Pointer flip back to the prior version. No re-deploy, no downtime — your agents resume against the last good model.
Deliver expert intelligence that accelerates outcomes.
Specialist capability your competitors can't license. Sovereign deployment your clients require. A trajectory that compounds every cycle.