Product facts review: Trouve AI
Make your product, pricing and limits easier to find and verify against your sources.

$1,490 setup + $490/month. Delivered first; pay after agreed technical checks.

Self-serve option: $49 26-File Pack (.zip · Base USDC) · EdgeScreen x402 ($0.002 USDC)

What this review measures

Technical rubric: 46/100.
Buyer answers: source review required.
AI citations / Share-of-Model: not measured.

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1. Missing Machine Signals Detected on trouve.ai

  • /llms.txt and /llms-full.txt return HTTP 404 (AI agents have no structured Markdown index to ingest your product specs or pricing)
  • /.well-known/ai.txt, /ai/summary.json, and /ai/faq.json are all missing (0/4 machine discovery endpoints present)
  • /robots.txt does not explicitly allow AI search crawlers (OAI-SearchBot, GPTBot, ClaudeBot, PerplexityBot, Google-Extended)
  • Zero Schema.org JSON-LD blocks detected on the homepage (Organization, WebSite, SoftwareApplication, and FAQPage are all absent)

2. 47-Check Rubric v2 Category Breakdown (trouve.ai)

Audit Category Live Target Status
AI Crawler Access (robots.txt — 27 Bots)11 / 1414 / 14OPTIMAL
LLM Discovery Index (llms.txt & llms-full.txt)0 / 66 / 6CRITICAL GAP
Linked Schema.org @graph JSON-LD0 / 1414 / 14CRITICAL GAP
Canonical & OpenGraph Entity Metadata7 / 1111 / 11PARTIAL
Citable Direct Answer Density & Headings10 / 1414 / 14PARTIAL
Freshness, Authorship & Trust Signals3 / 66 / 6PARTIAL
Agent JSON Feeds (/.well-known/ai.txt, /ai/*.json)0 / 33 / 3CRITICAL GAP
Cross-Web Brand & Knowledge Graph Entity0 / 1212 / 12CRITICAL GAP
Google AI Overviews & WebMCP Agent Readiness16 / 2020 / 20OPTIMAL
Anti-Bot / JS-Gated Crawl Penalty-10PENALTY
Total 47-Check Readiness Score46 / 100100 / 100 maxTECHNICAL CHECK

3. Three buyer questions to verify

What does Trouve AI do? What does it cost? Which limits or extra fees apply?

Retain the same sources and questions for the before/after check. This page has not run searches in ChatGPT, Perplexity or Claude.


4. Pre-Built Machine Discovery Previews for trouve.ai

[Download .TXT]

# Trouve AI

> Product description not verified. Consult the official website: https://trouve.ai.

## Core Capabilities (Trouve AI — Enterprise Embedded Customer Messaging & AI Support SaaS)
- **Category:** Embedded Customer Messaging & AI Support SaaS
- **Primary Domain:** https://trouve.ai
- **Machine Discovery:** Full `/llms-full.txt`, `/pricing.md`, `/answers.md`, `/ai/summary.json`, `/ai/faq.json`, `/ai/service.json`


## Primary Documentation
- [Trouve AI Overview](https://trouve.ai/): Primary product interface and specifications
- [Full AI Knowledge Corpus](https://trouve.ai/llms-full.txt): Single-file technical reference for LLMs and RAG
- [Pricing & Tiers](https://trouve.ai/pricing.md): Deterministic fee schedule
- [Product Answers](https://trouve.ai/answers.md): Source-linked product information


## Optional
- [JSON Summary](https://trouve.ai/ai/summary.json): Structured entity profile
- [FAQ JSON](https://trouve.ai/ai/faq.json): Machine-readable Q&A pairs

Zero-Backend 14-Route Edge Router Preview (trouve.ai):

export default {
  async fetch(req) {
    const p = new URL(req.url).pathname;
    if (ASO_ROUTES[p]) return new Response(ASO_ROUTES[p].body, { headers: ASO_ROUTES[p].headers });
    if (p === "/robots.txt") return merge27AiCrawlerPolicy(await fetch(req)); // Preserves origin Disallow & Sitemap
    const res = await fetch(req); // trouve.ai origin untouched (<1ms streaming overhead)
    return new HTMLRewriter().on("head", injectLinkedSchemaGraphAndMeta).transform(withRfc8288Links(res));
  } // 14 routes: /llms.txt, /llms-full.txt, /.well-known/ai.txt, /pricing.md, /ai/*.json, /.well-known/mcp.json, /.well-known/agent-card.json, /.well-known/openapi.json, /feed.xml
};

5. Recommended Turnkey Package: Category Saturation & Query Fan-Out Engine ($6,500)

30-Day Intensive Program (or $5,500/mo retainer) · Agree sources and factual acceptance checks before implementation. AI citations and sales are not guaranteed.

  • Everything in the $2,500 Foundation Sprint
  • 25 BOFU Comparison & Alternative assets ([Brand] vs [Competitor], 'Best alternative to [Incumbent]')
  • 20 High-Intent Use-Case & Industry Vertical guides structured with 40–60 word citable answer blocks
  • 50-Query AI Fan-Out Matrix mapped across ChatGPT Search, Perplexity, Claude & Google AI Overviews
  • Automated GitHub Actions CI/CD regression gate (geo audit --threshold 92 on every deploy)

6. Reserve Order & Unlock 26-File Bundle