Which model should handle the expensive path?
Studio / Preview
Model Recommendation Console
A decision console that maps use-case constraints to a model shortlist across quality, latency, price, context, privacy, and deployment surface.
Live Studio demo
Model recommendation console
Turn buyer constraints into a model route: primary model, fallback route, risk flag, and the benchmark evidence still needed before production.
Primary route
Fast mid-tier model
Fallback route
Small routing model
Risk flag
Good fit
Fit ranking
Support automation
Best first route for support, extraction, CRM updates, and common workflow automation.
Best for ambiguous work where one accepted answer avoids expensive downstream review.
Useful when data locality and control matter more than maximum reasoning quality.
Cheap and fast for routing; unsafe as the final model for complex answers.
Next benchmark to run: compare fast mid-tier model against small routing model on a private sample for support automation, then publish fit score, failure modes, and cost per accepted output.
How it works
Each Studio surface is designed as a practical operating loop: capture the buyer problem, run measured evidence, and return a decision artifact that can be acted on.
Current demo state
Preview decision console; next release should connect to live provider pricing and benchmark run imports.
Enter workload shape, latency target, context size, privacy boundary, accuracy risk, and monthly volume.
Map requirements against benchmark tracks, pricing levers, deployment constraints, and provider strengths.
Compare primary, cheaper fallback, and local/open-weight options with clear tradeoffs.
Export a recommendation memo with tests to run before production.
Buyer questions
These are the questions the product needs to answer before someone deploys, buys, or scales the system.
Where can a cheaper router or fallback be used?
What latency and privacy constraints change the answer?
What benchmark evidence is still missing?
Deliverables
What a buyer gets
Connected evidence
Read the benchmark trail
Studio packet
Buyer-ready demo packet.
This generated packet gives Sanjay and Saujas a consistent follow-up artifact for demos, consulting calls, and product conversations.
Next build step
Turn this Studio surface from a populated product brief into a live demo by wiring real run data, screenshots, and client-approved examples into the same page.