Module 04 · RAG pipeline
live · Cohere + Anthropic

Real Cohere retrieval, with the trace

Answers grounded in your own documents — past projects, reports, proposals.

Real Cohere embed-english-v3.0 + rerank-english-v3.0 with Anthropic-synthesized, context-grounded answers. Frozen snapshot.

provider cohere1024-dim6 docs

Retrieval summary

embed-english-v3.0 embeds documents and queries asymmetrically; rerank-english-v3.0 re-scores the vector candidates. Every answer carries its trace and a recall@k.

Provider
cohere
Embedding
1024-d
embed-english-v3.0
Recall@3
1.00
mean over queries
Corpus
6
documents

Q: How long do refunds take?

recall@3 100%
Grounded answer

Refunds are processed within 5 business days of approval [1].

gold · Within 5 business days of approval.
Retrieval trace · 6 candidates → rerank on
refunds#0vec 0.678rerank 0.990

Refunds are processed within 5 business days of approval. A 15% restocking fee applies to opened items. Refunds are always issued to the original payment method, never as store credit.

returns#0vec 0.526rerank 0.690

Items may be returned within 30 days of delivery. The item must be unused and in its original packaging. Start a return from the Orders page in your account to receive a prepaid label.

billing#0vec 0.414rerank 0.002

Invoices are generated on the first of each month and payment is due within 15 days. Late payments incur a 2 percent monthly fee. Annual plans are billed once per year at a 10 percent discount.

Q: What is the API rate limit?

recall@3 100%
Grounded answer

The API rate limit is 100 requests per minute per API key. Exceeding this limit returns HTTP 429 with a Retry-After header. Enterprise plans raise the limit to 1000 requests per minute [1].

gold · 100 requests/min per key; 1000/min on enterprise.
Retrieval trace · 6 candidates → rerank on
api-limits#0vec 0.645rerank 0.983

The API allows 100 requests per minute per API key. Exceeding the limit returns HTTP 429 with a Retry-After header. Enterprise plans raise the rate limit to 1000 requests per minute.

billing#0vec 0.311rerank 0.000

Invoices are generated on the first of each month and payment is due within 15 days. Late payments incur a 2 percent monthly fee. Annual plans are billed once per year at a 10 percent discount.

returns#0vec 0.158rerank 0.000

Items may be returned within 30 days of delivery. The item must be unused and in its original packaging. Start a return from the Orders page in your account to receive a prepaid label.

Q: How do I reset my password?

recall@3 100%
Grounded answer

To reset your password, click "Forgot password" on the sign-in page. A reset link will be emailed to you, and it expires in 60 minutes. If the email doesn't arrive, check your spam folder or contact support. [1]

gold · Click 'Forgot password'; a link is emailed and expires in 60 minutes.
Retrieval trace · 6 candidates → rerank on
password#0vec 0.690rerank 0.999

To reset your password, click Forgot password on the sign-in page. A reset link is emailed to you and expires in 60 minutes. If the email does not arrive, check spam or contact support.

billing#0vec 0.207rerank 0.000

Invoices are generated on the first of each month and payment is due within 15 days. Late payments incur a 2 percent monthly fee. Annual plans are billed once per year at a 10 percent discount.

shipping#0vec 0.112rerank 0.000

Standard shipping takes 5 to 7 business days. Expedited shipping is 2 business days for an additional $12. We currently ship only to the United States and Canada.