DOCUMENT AND DATA USE CASES

LLM APIs for reasoning

Analyze long documents, return validated structured data, or explain a verified calculation. Open the workflow that matches the required output.

Document, data extraction, and verification workflow for reasoning tasks
LLM APIs for reasoning

Production recipe

API, primary model, and failover configuration

What to measureWhat to record
Accuracy on your task setResult, latency, token use, and reason for accepting or rejecting the output
Output consistencyResult, latency, token use, and reason for accepting or rejecting the output
Latency budgetResult, latency, token use, and reason for accepting or rejecting the output
Cost of retries and verificationResult, latency, token use, and reason for accepting or rejecting the output
01

Choose the result your application needs

Analyze long documents, return validated structured data, or explain a verified calculation. Open the workflow that matches the required output.

  • LLM API for document analysis
  • LLM API for structured data extraction
  • LLM API for math reasoning
02

Validate the returned result

Use known answers, missing and conflicting evidence, strict schemas, and deterministic checks. Accept a response only when the application can verify the required fields or result.

  • Accuracy on your task set
  • Output consistency
  • Latency budget
  • Cost of retries and verification
03

Measure the cost of a usable result

Include retries, tool calls, validation, escalation, and manual correction. Compare the total cost of results your application can actually accept, not token price alone.

Frequently asked questions

Which workflow should I start with?

Start with the highest-volume or highest-risk workflow for which you already have representative inputs and a clear definition of success.

How many models should I test first?

Start with the recommended model and one fallback. Add another only if neither meets the required quality, latency, or cost boundary.

What must stay the same during comparison?

Use the same inputs, context, tools, output limits, validation rules, and stopping conditions for every model.

Choose a model for this workflow

Compare a primary route and fallback using the same application inputs and validation rules.

Browse models