# Live AI Search & Citation Audit Dossier: qdrant.tech > **Audited Target**: `https://qdrant.tech` (Qdrant - Vector Search Engine) > **Current AI Readiness Score**: **50/100 (Grade F — Losing AI Citations)** → **With AnswerRail (60s): 99/100 (Grade A+ — #1 Citation Ready)** > **Machine Endpoints**: JSON `https://answerrail.com/api/audit?url=qdrant.tech` | Markdown `https://answerrail.com/audit/qdrant.tech.md` | Live Cockpit `https://answerrail.com/stats/qdrant.tech` ## 1. Executive 3-Bullet Commercial Summary (At a Glance) 1. **What Is Broken Right Now**: **99% of `qdrant.tech` is raw HTML code noise** (192,542 raw HTML tokens / 752 KB vs. 2,752 tokens of real business copy), **`/llms.txt` is Active (200 OK)**, and origin server TTFB is **379ms**. 2. **What It Costs `qdrant.tech` 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 `qdrant.tech`. 3. **How AnswerRail Fixes It in 60 Seconds**: AnswerRail serves **2,752 clean Byte-0 Markdown tokens in 12ms** across 330+ Cloudflare Anycast PoPs, auto-hosts `qdrant.tech/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 (`qdrant.tech`) | Diagnostic Dimension | Current Origin Status | With AnswerRail Edge (60s) | Commercial Impact | | :--- | :--- | :--- | :--- | | **1. AI Crawler Speed (TTFB)** | **379ms** origin response | **12ms** Anycast Edge (32x faster) | Eliminates live search crawler timeouts | | **2. Page Code Bloat** | **192,542 raw tokens** (752 KB HTML, 99% noise) | **2,752 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** | **0 Structured Price/Offer Tables** | **Synthesized `@graph` JSON-LD & Recall Gate** | Zero hallucinated pricing or missed offers | ## 3. 60-Second Zero-Code Activation & Self-Serve Checkout Links for `qdrant.tech` - **Option A — 1-Line CMS / GTM Script (WordPress, Shopify, Webflow, Wix, GTM)**: `` - **Option B — 1-Click DNS CNAME (Cloudflare, GoDaddy, Namecheap, Route53)**: `CNAME qdrant.tech -> edge.answerrail.com` - **Option C — Developer CLI & CI/CD Verification**: `npx test-ai-ready https://qdrant.tech` ### Self-Serve 2-Tier Remediation & 14-Day Free Trial Plans (Pre-Wired for `qdrant.tech`) - **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 qdrant.tech ($79)](https://answerrail.com/api/checkout/start?plan=fix_pack&channel=audit_md&domain=qdrant.tech) - **Starter Plan ($99/mo · 14-Day Free Trial · Up to 1 Domain including `qdrant.tech`)**: [Start 14-Day Starter Trial for qdrant.tech ($99/mo)](https://answerrail.com/api/checkout/start?plan=starter&channel=audit_md&domain=qdrant.tech) - **Growth Plan ($249/mo · 14-Day Free Trial · Up to 5 Domains + Competitor Share-of-Voice Duels)**: [Start 14-Day Growth Trial for qdrant.tech ($249/mo)](https://answerrail.com/api/checkout/start?plan=growth&channel=audit_md&domain=qdrant.tech) - **Agency Fleet ($599/mo · 14-Day Free Trial · Up to 15 Client Domains + White-Label PDF Dossiers)**: [Start 14-Day Agency Trial for qdrant.tech ($599/mo)](https://answerrail.com/api/checkout/start?plan=agency&channel=audit_md&domain=qdrant.tech) ## 4. Auto-Compiled `/llms.txt` Preview for `qdrant.tech` ```markdown # Qdrant - Vector Search Engine > Canonical AI Discovery & Citation Directory for https://qdrant.tech (Compiled by AnswerRail Edge) ## Primary Commercial & Product Pages - [Homepage Overview](https://qdrant.tech/): Qdrant - Vector Search Engine (2,752 Byte-0 Markdown tokens) - [/pricing](https://qdrant.tech/pricing): Commercial specification - [/docs](https://qdrant.tech/docs): Commercial specification ``` ## 5. Compiled Byte-0 Markdown Excerpt From `https://qdrant.tech` ```markdown --- title: "Qdrant - Vector Search Engine" source_url: "https://qdrant.tech/" retrieved_by: "AnswerRail Edge Engine v1.2.7-v27 (https://answerrail.com)" level_of_detail: "standard" token_payload_reduction: "98.7%" raw_html_bytes: 770168 compiled_body_bytes: 10390 entities_extracted: 0 currency_recall_static_html: "not_applicable" rfc_compliance: "RFC 9110" last_verified_at: "2026-11-07T18:58:40.041Z" cache_age_seconds: 0 --- > **Canonical Source:** [https://qdrant.tech/](https://qdrant.tech/) > > *Qdrant is an Open-Source Vector Search Engine written in Rust. It provides fast and scalable vector similarity search service with convenient API.* # High-Performance Vector Search at Scale Qdrant helps you build the AI retrieval you want. Ship high performance, full-feature vector search at any scale and with any deployment model. [Start Free in Qdrant Cloud](https://cloud.qdrant.io/signup) [See How It Works](https://qdrant.tech/qdrant-vector-database/) Give this to your agent: `set up qdrant with https://qdrant.tech/llms.txt` ![Qdrant astronauts exploring a planetary landscape](https://qdrant.tech/img/home/hero/astronauts.png) [35k+ GitHub Stars](https://github.com/qdrant/qdrant)[ 60k+ Community Members ](https://qdrant.tech/community/) Rust Powered [ SOC2 & HIPAA compliant](https://qdrant.to/trust-center) [ READ CASE STUDY ](https://qdrant.tech/blog/case-study-hubspot/) [ READ CASE STUDY ](https://qdrant.tech/blog/case-study-bayer/)[ READ CASE STUDY ](https://qdrant.tech/blog/case-study-tripadvisor/)[ READ CASE STUDY ](https://qdrant.tech/blog/case-study-opentable/)[ READ CASE STUDY ](https://qdrant.tech/blog/case-study-bazaarvoice/)[ READ CASE STUDY ](https://qdrant.tech/blog/case-study-flipkart/)[ READ CASE STUDY ](https://qdrant.tech/blog/ ```