Public feedback hub No fabricated ratings or synthetic testimonials Review data (JSON) → Trust Center → Verify CheapAI →
Customer stories · Moderated feedback · Tool tags

Customer Stories & Feedback

This page is designed for real buyer feedback only. CheapAI does not publish invented names, invented review text, or public rating claims that cannot be supported by actual approved reviews.

Overall rating Not published yet

Public rating claims stay off until approved reviews exist.

Published reviews 0

Only approved reviews render here.

Verified purchase badges 0 shown

Only shown when feedback can be matched to a confirmed order or equivalent proof.

Filter published feedback

Filter by star rating, sort order, tool, workflow, and model family. The controls are ready now so real reviews can slot in without redesign later.

0 matching reviews

Published feedback

Only reviews with moderation_status: approved are rendered publicly.

0 of 0 shown

No approved public reviews yet

The structure is live, but CheapAI is not filling it with fake ratings. Once real feedback is approved, it will appear here with the same filters, moderation rules, and proof labels shown above.

  • Star ratings stay unpublished until there is real approved review data.
  • Verified purchase badges appear only when there is real order-backed proof.
  • Public sources and moderation status live in data/reviews.json.

How feedback is organized

Future reviews are tagged by the workflow they describe so developers can jump straight to the setups that look like their own.

Cursor

IDE coding workflows

Tag future reviews from developers using CheapAI inside Cursor, Windsurf-style editors, and coding copilots that rely on an OpenAI-compatible base URL.

Claude Code

Terminal and agent tooling

Separate experiences for Claude Code, repo-level terminal agents, and developer CLI flows where prompt quality and long sessions matter.

Open WebUI

Chat UI and internal tools

Useful for teams wiring CheapAI into self-hosted chat interfaces, internal assistants, or multi-model control panels.

LangChain

SDKs, automation, and pipelines

For SDK integrations, chains, orchestration layers, and automation stacks that need a cheaper OpenAI-compatible endpoint.

If you want harder proof than star counts, these pages are the better place to start.

How real reviews should be added later

The public page reads from data/reviews.json. Add real reviews there, keep moderation_status honest, and do not enable a public aggregate rating until the data actually supports one.

  1. Add a new item in data/reviews.json with real rating, date, tool, model_family, review_text, source, and moderation_status.
  2. Set verified_purchase to true only when there is real purchase proof behind the feedback.
  3. Use approved only after moderation. Drafts and rejected items stay invisible.
  4. Leave public aggregate claims off until there are enough approved reviews to publish them truthfully.