# Live AI Search & Citation Audit Dossier: convex.dev
> **Audited Target**: `https://convex.dev` (Convex | All gas, no breakages)
> **Current AI Readiness Score**: **75/100 (Grade B — Losing AI Citations)** → **With AnswerRail (60s): 99/100 (Grade A+ — #1 Citation Ready)**
> **Machine Endpoints**: JSON `https://answerrail.com/api/audit?url=convex.dev` | Markdown `https://answerrail.com/audit/convex.dev.md` | Live Cockpit `https://answerrail.com/stats/convex.dev`

## 1. Executive 3-Bullet Commercial Summary (At a Glance)
1. **What Is Broken Right Now**: **99% of `convex.dev` is raw HTML code noise** (70,202 raw HTML tokens / 274 KB vs. 244 tokens of real business copy), **`/llms.txt` is Active (200 OK)**, and origin server TTFB is **185ms**.
2. **What It Costs `convex.dev` in AI Search**: AI search crawlers (`OAI-SearchBot`, `PerplexityBot`, `ClaudeBot`) enforce strict timeouts (~400ms) and 25,000-token context limits. High DOM bloat and missing `/llms.txt` cause AI engines to hedge on specifics or cite faster competitors instead of linking buyers to `convex.dev`.
3. **How AnswerRail Fixes It in 60 Seconds**: AnswerRail serves **244 clean Byte-0 Markdown tokens in 12ms** across 330+ Cloudflare Anycast PoPs, auto-hosts `convex.dev/llms.txt` & `Schema.org` JSON-LD, and tracks **6-Engine Share of Voice & GA4 AI Buyer Clicks** while human visitors and Googlebot see the normal website 100% untouched.

## 2. Measured Diagnostic Scorecard (`convex.dev`)
| Diagnostic Dimension | Current Origin Status | With AnswerRail Edge (60s) | Commercial Impact |
| :--- | :--- | :--- | :--- |
| **1. AI Crawler Speed (TTFB)** | **185ms** origin response | **12ms** Anycast Edge (15x faster) | Eliminates live search crawler timeouts |
| **2. Page Code Bloat** | **70,202 raw tokens** (274 KB HTML, 99% noise) | **244 Byte-0 Markdown tokens** (-99% bloat) | 100% of copy & pricing read at Byte 0 |
| **3. AI Sitemap (`/llms.txt`)** | **200 OK (Found)** | **Auto-compiled & hosted at edge** | Instant route indexing for ChatGPT & Perplexity |
| **4. Structured Schema.org** | **Organization** | **Synthesized `@graph` JSON-LD & Recall Gate** | Zero hallucinated pricing or missed offers |

## 3. 60-Second Zero-Code Activation & Self-Serve Checkout Links for `convex.dev`
- **Option A — 1-Line CMS / GTM Script (WordPress, Shopify, Webflow, Wix, GTM)**:
  `<script src="https://answerrail.com/ai-attribution.js" data-domain="convex.dev" defer></script>`
- **Option B — 1-Click DNS CNAME (Cloudflare, GoDaddy, Namecheap, Route53)**:
  `CNAME convex.dev -> edge.answerrail.com`
- **Option C — Developer CLI & CI/CD Verification**:
  `npx test-ai-ready https://convex.dev`

### Self-Serve 2-Tier Remediation & 14-Day Free Trial Plans (Pre-Wired for `convex.dev`)
- **Zero-DNS 7-File GEO Fix Pack ($79 One-Time · 100% Credited Toward Starter · Validated `/llms.txt`, `/llms-full.txt`, `ai-catalog.json` + `ard.json`, `Agentmap:`, `Schema.org @graph` & Worker)**:
  [Unlock 7-File GEO Fix Pack for convex.dev ($79)](https://answerrail.com/api/checkout/start?plan=fix_pack&channel=audit_md&domain=convex.dev)
- **Starter Plan ($99/mo · 14-Day Free Trial · Up to 1 Domain including `convex.dev`)**:
  [Start 14-Day Starter Trial for convex.dev ($99/mo)](https://answerrail.com/api/checkout/start?plan=starter&channel=audit_md&domain=convex.dev)
- **Growth Plan ($249/mo · 14-Day Free Trial · Up to 5 Domains + Competitor Share-of-Voice Duels)**:
  [Start 14-Day Growth Trial for convex.dev ($249/mo)](https://answerrail.com/api/checkout/start?plan=growth&channel=audit_md&domain=convex.dev)
- **Agency Fleet ($599/mo · 14-Day Free Trial · Up to 15 Client Domains + White-Label PDF Dossiers)**:
  [Start 14-Day Agency Trial for convex.dev ($599/mo)](https://answerrail.com/api/checkout/start?plan=agency&channel=audit_md&domain=convex.dev)

## 4. Auto-Compiled `/llms.txt` Preview for `convex.dev`
```markdown
# Convex | All gas, no breakages
> Canonical AI Discovery & Citation Directory for https://convex.dev (Compiled by AnswerRail Edge)

## Primary Commercial & Product Pages
- [Homepage Overview](https://convex.dev/): Convex | All gas, no breakages (244 Byte-0 Markdown tokens)
- [/compare/firebase](https://convex.dev/compare/firebase): Commercial specification
- [/compare/supabase](https://convex.dev/compare/supabase): Commercial specification
- [/compare/sql](https://convex.dev/compare/sql): Commercial specification
- [/pricing](https://convex.dev/pricing): Commercial specification
```

## 5. Compiled Byte-0 Markdown Excerpt From `https://convex.dev`
```markdown
---
title: "Convex | All gas, no breakages"
source_url: "https://convex.dev/"
retrieved_by: "AnswerRail Edge Engine v1.2.7-v27 (https://answerrail.com)"
level_of_detail: "standard"
token_payload_reduction: "99.7%"
raw_html_bytes: 280805
compiled_body_bytes: 845
entities_extracted: 1
currency_recall_static_html: "not_applicable"
rfc_compliance: "RFC 9110"
last_verified_at: "2026-11-07T18:58:37.808Z"
cache_age_seconds: 0
---

> **Canonical Source:** [https://convex.dev/](https://convex.dev/)
>
> *All gas, no breakages. Convex is the reactive backend platform that keeps up with you and your agents.*



![Jamie Turner](/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fjamie.0wh77k2p9wxua.png&w=256&q=75)

### Jamie Turner

Co-Founder, CEO

Senior Engineering Director at Dropbox, leading Storage, Databases, and Business Platform engineering. Earlier, Head of Engineering at Bump (acquired by Google); longtime open-source author across databases and networking.
```