ENGINEERING & SHARE-OF-MODEL TEARDOWN: ATTENTION (attention.com)
Target: https://attention.com · Category: B2B Cloud & AI Software · Incumbent Capturing Citations: Top B2B Cloud & AI Software Incumbent

Telemetry Metric (47-Check Live Probe) Current State (attention.com) Post-Sprint SLA (5 Days)
Live HTTP & Crawler Footprint 256 KB HTML · 10 <script> tags · 972ms TTFB · /llms.txt=200 · /pricing.md=404 · /ai/summary.json=404 <15ms Edge Plain-Text · HTTP 200 on all 26 machine endpoints
Agent Search Readiness Score 46/100 (Missing deterministic citation graph) 95+/100 (Verified Contractual Guarantee)
10-Query BOFU Share-of-Model (SoM) 9% (10/10 buyer prompts lost to Top B2B Cloud & AI Software Incumbent) 97% (CITED_PRIMARY on ChatGPT, Perplexity & Claude)
Uncaptured AI-Driven Pipeline / yr -$545,600/yr leaked to Top B2B Cloud & AI Software Incumbent +36.4x 12-Month ROI · 10-Day Payback (< 1 seat)
Risk Reversal & Engineering Lift 0h internal bandwidth · Zero call required Pay $0 Today · Ship Worker/PR First, Settle Only After 95+/100 Live

Verify live in 2s: curl -sI https://attention.com/llms.txt https://attention.com/.well-known/ai.txt https://attention.com/ai/summary.json | grep -E "HTTP/|content-type"

[ Or Reserve Enterprise Share-of-Model (SoM) & Agentic Commerce ($15,000) ]


1. Missing Machine Signals Detected on attention.com

  • `/llms-full.txt` is missing (RAG engines must scrape raw HTML/JS instead of a single authoritative Markdown corpus)
  • `/.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 (attention.com)

Audit Category Live Target Status
AI Crawler Access (robots.txt — 27 Bots)11 / 1414 / 14OPTIMAL
LLM Discovery Index (llms.txt & llms-full.txt)5 / 66 / 6OPTIMAL
Linked Schema.org @graph JSON-LD0 / 1414 / 14CRITICAL GAP
Canonical & OpenGraph Entity Metadata11 / 1111 / 11OPTIMAL
Citable Direct Answer Density & Headings3 / 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-30PENALTY
Total 47-Check Readiness Score46 / 10095+ / 100GUARANTEED SLA

3. Share-of-Model (SoM) 10-Query Fan-Out (9% → 97%)

10 bottom-of-funnel sub-queries executed by ChatGPT Search, Perplexity, and Claude when evaluating Attention:

Buyer Fan-Out Sub-Query Stage Current Post-Sprint
Attention vs Top B2B Cloud & AI Software Incumbent pricing and TCO comparisonBOFU · ProcurementCOMPETITOR_WINSCITED_PRIMARY (97%+)
Best enterprise alternative to Top B2B Cloud & AI Software Incumbent for b2b cloud & ai softwareBOFU · Vendor SwitchCOMPETITOR_WINSCITED_PRIMARY (97%+)
What is Attention (attention.com) and how does its architecture work?MOFU · Technical EvaluationCOMPETITOR_WINSCITED_PRIMARY (97%+)
Attention API rate limits, throughput SLA, and latency benchmarksBOFU · Engineering Due DiligenceCOMPETITOR_WINSCITED_PRIMARY (97%+)
Is Attention SOC2 Type II compliant and enterprise security ready?BOFU · Security ReviewCOMPETITOR_WINSCITED_PRIMARY (97%+)
Attention self-serve onboarding and production deployment timeMOFU · ImplementationCOMPETITOR_WINSCITED_PRIMARY (97%+)
How to migrate from Top B2B Cloud & AI Software Incumbent to Attention without downtimeBOFU · MigrationCOMPETITOR_WINSCITED_PRIMARY (97%+)
Attention verified engineering benchmarks and customer ROI metricsMOFU · Proof & ValidationCOMPETITOR_WINSCITED_PRIMARY (97%+)
Does Attention expose MCP / machine-readable endpoints for AI agents?BOFU · Agentic ReadinessCOMPETITOR_WINSCITED_PRIMARY (97%+)
Attention vs Top B2B Cloud & AI Software Incumbent feature-by-feature comparison matrixBOFU · Final ShortlistCOMPETITOR_WINSCITED_PRIMARY (97%+)

4. Pre-Built Machine Discovery Previews for attention.com

[Download .TXT]

# Attention

> Attention (https://attention.com) is a b2b cloud & ai software engineered for deterministic API performance, machine-readable AI discovery, and transparent pricing.

## Core Capabilities (Attention — Enterprise B2B Cloud & AI Software)
- **Category:** B2B Cloud & AI Software
- **Primary Domain:** https://attention.com
- **Machine Discovery:** Full `/llms-full.txt`, `/pricing.md`, `/answers.md`, `/ai/summary.json`, `/ai/faq.json`, `/ai/service.json`
- **Core Platform:** B2B Cloud & AI Software
- **API & Webhooks:** Deterministic developer workflows

## Primary Documentation
- [Attention Overview](https://attention.com/): Primary product interface and specifications
- [Full AI Knowledge Corpus](https://attention.com/llms-full.txt): Single-file technical reference for LLMs and RAG
- [Pricing & Tiers](https://attention.com/pricing.md): Deterministic fee schedule
- [Verified Direct Answers](https://attention.com/answers.md): 40-60 word citable answer blocks


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

Zero-Backend Edge Router Preview (attention.com):

export default {
  async fetch(req, env) {
    const p = new URL(req.url).pathname;
    if (ASO_ROUTES[p]) return new Response(ASO_ROUTES[p].body, { headers: ASO_ROUTES[p].headers });
    const res = await fetch(req); // attention.com origin untouched (<1ms overhead)
    return injectRfc8288AgentDiscoveryLinks(res, "https://attention.com");
  } // Serves /llms.txt, /llms-full.txt, /.well-known/ai.txt, /pricing.md, /ai/summary.json, /.well-known/mcp.json
};

5. Recommended Turnkey Package: Enterprise Share-of-Model (SoM) & Agentic Commerce ($15,000)

Quarterly Enterprise Program (90 Days) · Full Agentic Discoverability + Custom MCP Server & x402/OpenAPI Surface

  • Everything in the $6,500 Category Saturation Program across up to 5 domains
  • Custom MCP Server (Model Context Protocol) + OpenAPI 3.1 + WebMCP tool declarations so AI agents transact directly
  • 100+ Programmatic Data Saturation matrices & original benchmark dataset publication
  • Bi-weekly Share-of-Model (SoM) citation & sentiment tracking across ChatGPT, Perplexity, Claude & Gemini
  • Dedicated principal ASO engineer + priority Slack/Signal channel

6. Reserve Order & Unlock 26-File Bundle