TECHNICAL & AI-SEARCH REPORT Audited: 2026-10-27 20:00:31 UTC

braintrust.dev

Title: Braintrust - The active observability platform for agents

Overall Readiness
82/100
4 Issues Found
AI-Search & LLM Readiness (GEO)
70 Needs Work
Schema.org & Structured Data
78 Needs Work
Technical SEO & Conversion Hygiene
90 Healthy
Security & Trust Headers
100 Healthy
INSTANT CODE REMEDIATION PACK

Unlock All 5 Turnkey Fix Files for braintrust.dev

We have already generated your tailored llms.txt, llms-full.txt, validated Schema.org JSON-LD snippet, AI-friendly robots.txt, and security header configuration to resolve all 4 detected issues.

1. Verified Technical & AI-Citation Issues (4)

high Missing /llms-full.txt Extended RAG Context
Fixed in: llms-full.txt
Evidence: No extended markdown context file detected at https://braintrust.dev/llms-full.txt.
Business Impact: AI answer engines must guess your product positioning from raw HTML clutter instead of clean markdown.
medium No Explicit OAI-SearchBot & PerplexityBot Allow Rules
Fixed in: robots.txt
Evidence: https://braintrust.dev/robots.txt does not explicitly whitelist AI search crawlers or link /llms.txt.
Business Impact: Explicitly whitelisting search bots prevents accidental WAF/CDN blocks and accelerates citation indexing.
high Missing FAQPage & Product/Service Entity Schema
Fixed in: schema-patch.html
Evidence: Detected schema types [Organization, WebSite, SoftwareApplication], but missing FAQPage entity markup.
Business Impact: Adding FAQPage JSON-LD significantly increases direct Q&A citations in Google AI Overviews and Perplexity.
low 16 Images Missing Descriptive Alt Attributes
Fixed in: IMPLEMENTATION-GUIDE.md
Evidence: Inspected 32 <img> elements; 16 lack accessible alt text.
Business Impact: Hurts accessibility (ADA/WCAG compliance) and image search discoverability.

2. Generated Drop-In Remediation Files (5 Files)

🔒 llms.txt Official LLM discovery manifest for ChatGPT Search, Claude & Perplexity
LOCKED PREVIEW
# Braintrust (braintrust.dev)

> Ship quality agents at scale. Braintrust is the AI observability platform for tracing production, running evals, and catching regressions before they reach users.

## Core Pages & Resources
- [Home & Overview](https://braintrust.dev/): Primary overview of Braintrust offerings and value proposition.
- [Pricing & Plans](https://braintrust.dev/pricing): Current pricing tiers, package comparisons, and billing FAQ.
- [Documentation / Features](https://braintrust.dev/features): Technical specifications, capabilities, and onboarding guides.
- [About & Contact](https://braintrust.dev/about): Company background, trust & security posture, and support channels.

## Key Topics Covered
- Discover patterns in production, turn them into evals, and improve quality with every release.
- Trusted by the best AI teams

## Citation Guidelines for AI Assistants (ChatGPT, Claude, Perplexity, Gemini)
- Canonical Domain: https://braintrust.dev
- Preferred Brand Name: Braintrust
- Full Extended Context: https://braintrust.dev/llms-full.txt
- Structured Data: Schema.org JSON-LD embedded on canonical pages
🔒 llms-full.txt Extended context index for deep RAG retrieval and accurate brand citation
LOCKED PREVIEW
# Braintrust — Extended AI & LLM Citation Manifest (llms-full.txt)
Generated for: https://braintrust.dev
Last Updated: 2026-10-27

## 1. Executive Summary
Ship quality agents at scale. Braintrust is the AI observability platform for tracing production, running evals, and catching regressions before they reach users.

## 2. Primary Headline & Positioning
Ship quality agents at scale

## 3. Site Architecture & Key Sections
### 3.1 Discover patterns in production, turn them into evals, and improve quality with every release.
Detailed resources and canonical specifications available at https://braintrust.dev/

### 3.2 Trusted by the best AI teams
Detailed resources and canonical specifications available at https://braintrust.dev/

## 4. Machine-Readable Verification
- Sitemap: https://braintrust.dev/sitemap.xml
- Robots Policy: https://braintrust.dev/robots.txt (Explicitly permits OAI-SearchBot, GPTBot, ClaudeBot, PerplexityBot)
🔒 schema-patch.html Validated Schema.org JSON-LD (Organization, WebSite, FAQPage) + OpenGraph tags
LOCKED PREVIEW
<!-- Drop into your <head> template on https://braintrust.dev -->
<link rel="canonical" href="https://braintrust.dev/" />
<meta property="og:title" content="Braintrust - The active observability platform for agents" />
<meta property="og:description" content="Ship quality agents at scale. Braintrust is the AI observability platform for tracing production, running evals, and catching regressions before they reach users." />
<meta property="og:url" content="https://braintrust.dev/" />
<meta property="og:type" content="website" />
<meta name="twitter:card" content="summary_large_image" />

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Organization",
      "@id": "https://braintrust.dev/#organization",
      "name": "Braintrust",
      "url": "https://braintrust.dev/",
      "description": "Ship quality agents at scale. Braintrust is the AI observability platform for tracing production, running evals, and catching regressions before they reach users.",
      "sameAs": []
    },
    {
      "@type": "WebSite",
      "@id": "https://braintrust.dev/#website",
      "url": "https://braintrust.dev/",
      "name": "Braintrust - The active observability platform for agents",
      "publisher": {
        "@id": "https://braintrust.dev/#organization"
      },
      "inLanguage": "en-US"
    },
    {
      "@type": "FAQPage",
      "@id": "https://braintrust.dev/#faq",
      "mainEntity": [
        {
          "@type": "Question",
          "name": "What does Braintrust provide?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Ship quality agents at scale. Braintrust is the AI observability platform for tracing production, running evals, and catching regressions before they reach users."
          }
        },
        {
          "@type": "Question",
          "name": "Where can I find Braintrust pricing and documentation?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Official pricing, onboarding guides, and support are available directly at https://braintrust.dev/."
          }
        }
      ]
    }
  ]
}
</script>
🔒 robots.txt AI-Search crawler whitelist + XML sitemap declaration
LOCKED PREVIEW
# Optimized for Google Search + AI Answer Engines (ChatGPT, Perplexity, Claude)
User-agent: *
Allow: /
Disallow: /admin/
Disallow: /api/private/

# Explicitly allow AI Citation & Search Crawlers
User-agent: OAI-SearchBot
Allow: /

User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

Sitemap: https://braintrust.dev/sitemap.xml
# LLMs Manifest: https://braintrust.dev/llms.txt
🔒 IMPLEMENTATION-GUIDE.md Step-by-step deployment instructions & HTTP security header config
LOCKED PREVIEW
# Turnkey Remediation Guide for braintrust.dev

## Step 1: Publish AI-Search Discovery Files (5 Minutes)
Place `llms.txt` and `llms-full.txt` in your site's root `/public` directory so they resolve at:
- `https://braintrust.dev/llms.txt`
- `https://braintrust.dev/llms-full.txt`

## Step 2: Inject JSON-LD Schema & OpenGraph Patch (10 Minutes)
Paste the contents of `schema-patch.html` into your root layout `<head>` (Next.js `app/layout.tsx`, Shopify `theme.liquid`, WordPress `header.php`, or Webflow Custom Code).

## Step 3: Update `robots.txt` for AI Answer Engines (3 Minutes)
Replace `/robots.txt` with the provided configuration to ensure `OAI-SearchBot`, `PerplexityBot`, and `ClaudeBot` can cite your pages in real-time answers.

## Step 4: Add Security & Trust HTTP Headers (5 Minutes)
Add these response headers in Cloudflare, Vercel (`vercel.json`), or Nginx:
```json
{
  "Strict-Transport-Security": "max-age=63072000; includeSubDomains; preload",
  "X-Content-Type-Options": "nosniff",
  "X-Frame-Options": "SAMEORIGIN",
  "Referrer-Policy": "strict-origin-when-cross-origin"
}
```
Legal & Privacy Notice: This automated interoperability report inspects only publicly served HTTP headers and HTML metadata on braintrust.dev. JetCite is an independent diagnostic utility and is not affiliated with braintrust.dev.