The outcome

Learn the interaction loop using a small task with a clear outcome.

Cohere is a enterprise language model, embedding, reranking, and retrieval platform. Building enterprise text generation and retrieval systems with Chat, multilingual embeddings, semantic Rerank, tool use, and grounded generation. This guide narrows that broad capability into one repeatable outcome, with checkpoints that keep the source material and your judgment in the loop.

Before you begin

Set the boundary before the tool starts.

Choose one real task, identify who will use the result, and decide what evidence or test will make the result acceptable. Gather only the source material needed for that task. If the work contains confidential, personal, regulated, or client-owned information, confirm that the platform and account are approved before sharing it.

Troiana principle

AI should make the work easier to inspect. If the workflow removes the source, the owner, or the review step, redesign the workflow.

Step by step

A workflow you can repeat.

  1. 01

    Create a development key and define a small benchmark for one text generation or retrieval task.

  2. 02

    Pin an available model and send a minimal request with explicit system instructions and output limits.

  3. 03

    Validate the response structure, finish reason, token and billed-unit metadata, latency, and error handling.

  4. 04

    Compare results across representative and adversarial cases before connecting private data or production traffic.

Working standard

What good use looks like.

  • State the outcome before the background.
  • Provide the real source material.
  • Review the result before expanding the task.

Generated text and semantic rankings can be wrong, biased, or insufficiently grounded. Protect API keys, minimize sensitive context, preserve document permissions and identity, use the correct embedding input types, validate response and citation support, evaluate multilingual and adversarial cases, and monitor model versions, rate limits, billed units, and production-key usage.

Official references

Check the current product documentation.

Features, plan limits, availability, and data controls change. These official pages are the starting points used for this collection.