01 / Trace
See the whole run
Map calls, tokens, cost, latency, retries, failures, and workflow stage.
Platform-agnostic AI engineering
Make every AI call earn its keep.
Residual Forge helps AI-heavy teams measure cost, protect output quality, and choose the right model for each stage—across cloud and local AI.
ONE WORKFLOW · UP TO 3 PROVIDERS · NO PRODUCTION CHANGES
Synthetic proof harness · not a customer result
Quality-gated routing experiment
Baseline gates
6 / 6
eligible
Candidate gates
5 / 6
rejected
Candidate tokens
904
24% fewer
Measured on identical cases
Tokens and latency captured per run
Lower-resource route tested
24% fewer tokens than baseline
Quality gate enforced
One mandatory failure blocked the change
Cost + latency tracingQuality before savingsPrivate deployment readyNo vendor lock-in
Start with evidence
A bounded diagnostic before a costly rebuild.
Measure the workflow you already have. Change nothing in production. Leave with an implementation decision your team can inspect.
02 / Test
Compare on equal cases
Run relevant routing, caching, prompt, retry, or local-model experiments.
03 / Decide
Enforce the gate
Accept only candidates that preserve mandatory quality, safety, and reliability.
Founding offer
Five working days. One workflow. Decisions backed by evidence.
The first two qualified teams can purchase the diagnostic for $750. It includes a trace, evaluation baseline, controlled experiments, scorecard, prioritized backlog, rollback notes, and a findings walkthrough.
View scope and fitBeyond the diagnostic
A practical AI engineering company—not another wrapper.
Optimization implementation
Approved routing, caching, observability, and reliability changes with rollback.
Private local AI systems
Controlled inference, private retrieval, permissions, citations, evaluation, and runbooks.
Forge Meter
A future provider-neutral layer for usage, cost, quality, routing, and budget intelligence.
SV
Founder
Enterprise architecture discipline, applied to AI.
Srikant Voruganti brings more than fifteen years across enterprise technology, platform architecture, and responsible AI.
Residual Forge / founding cohort
Know which AI costs are buying quality—and which are just waste.
Start a fit conversation →
Tell us which AI workflow you run repeatedly and where cost, latency, or quality is creating friction.