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How to Use CustomGPT.ai for Site embed or API reviews

Learn CustomGPT.ai site embed or api reviews with step by step workflows, realistic examples, and verified plan notes.

CustomGPT.ai works well for site embed or api reviews when you run it like production work: locked brief, SOURCE facts, then review before publish. CustomGPT.ai builds custom chat agents that answer from your documents with citations (customgpt.ai). Catalog lists Standard and Premium amounts; verify customgpt.ai/pricing. Re-index when docs change and set out-of-scope refusals. Start at /explore/customgpt-ai.

This guide focuses on site embed or api reviews in detail. Related CustomGPT.ai articles: /blog/how-to-use-customgpt-ai-for-stale-content-re-index-notes, /blog/how-to-use-customgpt-ai-for-plan-confirmation-checklists, /blog/how-to-use-customgpt-ai-for-document-grounded-agents.

When this workflow is the right job

Use site embed or api reviews when the deliverable is specifically this CustomGPT.ai job. Switch to document-grounded agents when that workflow already owns the asset.

Step by step workflow

1. Brief Site embed or API reviews

Write what must stay true for site embed or api reviews in CustomGPT.ai before settings or spend.

Brief: Site embed or API reviews
Keep: verified SOURCE facts only
Avoid: invented pricing or features
Success: one reviewable output

2. Open CustomGPT.ai for Site embed or API reviews

Use the CustomGPT.ai surface that owns site embed or api reviews. Do not mix a neighboring workflow in the same pass.

Surface: Site embed or API reviews
Start: pilot with one representative input
Plans: customgpt.ai/pricing

3. Pilot Site embed or API reviews

Run a single site embed or api reviews pilot. Score clarity, grounding, and whether the output is reviewable.

Pilot: Site embed or API reviews
[ ] SOURCE facts match
[ ] Output reviewable
[ ] Settings logged

4. Refine Site embed or API reviews

Change one site embed or api reviews dimension only. Save a template from the best run.

Refine: Site embed or API reviews
Change: one control only
Keep: SOURCE and success criteria

Practical site embed or api reviews examples

Vector DB pick

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Vector DB pick".

Objective:
Stand up a citation-aware workspace/agent for Vector DB pick with clear refuse-if-missing behavior.

Inputs:
- Document set for Vector DB pick
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Vector DB pick → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Vector DB pick with sample Q&A, citations, and known gaps.

Private agent

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Private agent".

Objective:
Stand up a citation-aware workspace/agent for Private agent with clear refuse-if-missing behavior.

Inputs:
- Document set for Private agent
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Private agent → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Private agent with sample Q&A, citations, and known gaps.

Embed mode

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Embed mode".

Objective:
Stand up a citation-aware workspace/agent for Embed mode with clear refuse-if-missing behavior.

Inputs:
- Document set for Embed mode
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Embed mode → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Embed mode with sample Q&A, citations, and known gaps.

Secure weights dir

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Secure weights dir".

Objective:
Stand up a citation-aware workspace/agent for Secure weights dir with clear refuse-if-missing behavior.

Inputs:
- Document set for Secure weights dir
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Secure weights dir → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Secure weights dir with sample Q&A, citations, and known gaps.

Chunk size note

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Chunk size note".

Objective:
Stand up a citation-aware workspace/agent for Chunk size note with clear refuse-if-missing behavior.

Inputs:
- Document set for Chunk size note
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Chunk size note → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Chunk size note with sample Q&A, citations, and known gaps.

Top-k retrieval

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Top-k retrieval".

Objective:
Stand up a citation-aware workspace/agent for Top-k retrieval with clear refuse-if-missing behavior.

Inputs:
- Document set for Top-k retrieval
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Top-k retrieval → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Top-k retrieval with sample Q&A, citations, and known gaps.

Refuse if missing

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Refuse if missing".

Objective:
Stand up a citation-aware workspace/agent for Refuse if missing with clear refuse-if-missing behavior.

Inputs:
- Document set for Refuse if missing
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Refuse if missing → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Refuse if missing with sample Q&A, citations, and known gaps.

Source quote

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Source quote".

Objective:
Stand up a citation-aware workspace/agent for Source quote with clear refuse-if-missing behavior.

Inputs:
- Document set for Source quote
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Source quote → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Source quote with sample Q&A, citations, and known gaps.

Update ingest

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Update ingest".

Objective:
Stand up a citation-aware workspace/agent for Update ingest with clear refuse-if-missing behavior.

Inputs:
- Document set for Update ingest
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Update ingest → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Update ingest with sample Q&A, citations, and known gaps.

Access roles

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Access roles".

Objective:
Stand up a citation-aware workspace/agent for Access roles with clear refuse-if-missing behavior.

Inputs:
- Document set for Access roles
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Access roles → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Access roles with sample Q&A, citations, and known gaps.

Docker deploy

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Docker deploy".

Objective:
Stand up a citation-aware workspace/agent for Docker deploy with clear refuse-if-missing behavior.

Inputs:
- Document set for Docker deploy
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Docker deploy → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Docker deploy with sample Q&A, citations, and known gaps.

Desktop install

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Desktop install".

Objective:
Stand up a citation-aware workspace/agent for Desktop install with clear refuse-if-missing behavior.

Inputs:
- Document set for Desktop install
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Desktop install → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Desktop install with sample Q&A, citations, and known gaps.

Test prompt small

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Test prompt small".

Objective:
Stand up a citation-aware workspace/agent for Test prompt small with clear refuse-if-missing behavior.

Inputs:
- Document set for Test prompt small
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Test prompt small → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Test prompt small with sample Q&A, citations, and known gaps.

Pin model version

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Pin model version".

Objective:
Stand up a citation-aware workspace/agent for Pin model version with clear refuse-if-missing behavior.

Inputs:
- Document set for Pin model version
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Pin model version → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Pin model version with sample Q&A, citations, and known gaps.

PII redaction

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "PII redaction".

Objective:
Stand up a citation-aware workspace/agent for PII redaction with clear refuse-if-missing behavior.

Inputs:
- Document set for PII redaction
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for PII redaction → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for PII redaction with sample Q&A, citations, and known gaps.

Eval questions

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Eval questions".

Objective:
Stand up a citation-aware workspace/agent for Eval questions with clear refuse-if-missing behavior.

Inputs:
- Document set for Eval questions
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Eval questions → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Eval questions with sample Q&A, citations, and known gaps.

Handoff human

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Handoff human".

Objective:
Stand up a citation-aware workspace/agent for Handoff human with clear refuse-if-missing behavior.

Inputs:
- Document set for Handoff human
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Handoff human → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Handoff human with sample Q&A, citations, and known gaps.

HR policy workspace

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "HR policy workspace".

Objective:
Stand up a citation-aware workspace/agent for HR policy workspace with clear refuse-if-missing behavior.

Inputs:
- Document set for HR policy workspace
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for HR policy workspace → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for HR policy workspace with sample Q&A, citations, and known gaps.

Citations on

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Citations on".

Objective:
Stand up a citation-aware workspace/agent for Citations on with clear refuse-if-missing behavior.

Inputs:
- Document set for Citations on
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Citations on → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Citations on with sample Q&A, citations, and known gaps.

Support billing agent

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Support billing agent".

Objective:
Stand up a citation-aware workspace/agent for Support billing agent with clear refuse-if-missing behavior.

Inputs:
- Document set for Support billing agent
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Support billing agent → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Support billing agent with sample Q&A, citations, and known gaps.

Local model RAM

Scenario:
A team sets up Site embed or API reviews in CustomGPT.ai for "Local model RAM".

Objective:
Stand up a citation-aware workspace/agent for Local model RAM with clear refuse-if-missing behavior.

Inputs:
- Document set for Local model RAM
- Model/embed choices
- Access roles
- Eval questions

Workflow:
Create workspace → Ingest docs → Configure retrieval → Test Site embed or API reviews questions for Local model RAM → Tune → Hand off

Requirements:
- Stay within verified CustomGPT.ai capabilities; do not invent features.
- Confirm live plan notes on customgpt.ai/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Require citations; refuse when unsupported.

Expected output:
A working Site embed or API reviews setup for Local model RAM with sample Q&A, citations, and known gaps.

How to improve site embed or api reviews

Cut noise from site embed or api reviews by removing extra adjectives while preserving SOURCE facts in CustomGPT.ai.

Raise quality by insisting on a single success check before debating style.

Make review easier by labeling fields that must never change.

Speed iteration by cloning the last good run and altering only one control.

Stabilize outputs by pinning settings after the pilot is approved.

Reduce rework by rejecting drafts that invent claims.

Improve handoffs by recording which control produced the best result.

Harden the workflow by testing an incomplete input before trusting defaults.

Prompting and usage guidance

Name the site embed or api reviews job, audience, and success check before opening CustomGPT.ai.

Paste only verified facts under SOURCE so CustomGPT.ai cannot invent details.

Specify the deliverable shape up front.

Call out fixed details versus flexible style choices.

Ask CustomGPT.ai to flag unsupported claims before you accept the draft.

Limitations to respect

Check CustomGPT.ai plan gates for site embed or api reviews on customgpt.ai/pricing before you promise timelines.

Keep drafts unpublished until a human confirms SOURCE facts.

CustomGPT.ai can be wrong. Treat site embed or api reviews as provisional until review.

If documentation is silent on a claim, leave it out rather than guessing.

Practical tips for this workflow

Pilot once before batching site embed or api reviews in CustomGPT.ai.

Keep a reusable template with variables for site embed or api reviews.

Separate creative instructions from SOURCE facts.

Log settings from the best run.

Common mistakes

  • Skipping the pilot run before scaling volume
  • Inventing pricing, quotas, or features not on official pages
  • Mixing unrelated workflows in one session
  • Publishing without a human review gate

Treat site embed or api reviews in CustomGPT.ai as a production workflow: brief, pilot, refine, then ship with review. Related reading: /blog/how-to-use-customgpt-ai-for-stale-content-re-index-notes, /blog/how-to-use-customgpt-ai-for-plan-confirmation-checklists, /blog/how-to-use-customgpt-ai-for-document-grounded-agents.

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