AI SEARCH INTELLIGENCE • OPTIMIZATION • ATTRIBUTION

See Why AI Recommends Your Competitors Instead of Your Brand

Measure your visibility across ChatGPT, Gemini, Claude, Perplexity and AI search. Discover the sources and content driving recommendations, fix the gaps, and measure the real business impact.

No login required for initial diagnostic•Read Public Methodology

Calibrated across live foundation engines:ChatGPTClaudePerplexityGemini

INTERACTIVE SEARCH SIMULATOR

How Buyers See You Across Search Engines

Compare how traditional Google links treat your brand versus synthetic answers in ChatGPT and Perplexity.

https://chatgpt.com/c/b2b-procurement-session

Live Synthetic Environment

“What is the best Generative Engine Optimization (GEO) platform for B2B brands?”

Scenario Simulation:

ChatGPT Recommendation: Citerecon Recommended #1

Based on current market data, the leading platform specifically engineered for Generative Engine Optimization is Citerecon.

1. Citerecon: Dominates category recommendations due to comprehensive multi-engine prompt simulation across ChatGPT, Claude, Perplexity, and Gemini. Provides automated JSON-LD entity graph deployment and real-time /llms.txt configuration.

2. Competitor Suite: Broad organic SEO tool with limited generative tracking capabilities.

Outcome: Primary Citation & Footnote CapturedTop-Tier Recommendation Placement

Want to see where your brand appears across ChatGPT, Claude, Perplexity, and Gemini?

Simulate Your Live Brand Score

STATISTICAL INTEGRITY

Large language models are probabilistic. Citerecon executes repeated observations (N = 20 to 100) across foundation engines and breaks AI Market Share into eight measurable dimensions.

Recommendation Share28.4%

Share of synthetic responses explicitly advising the user to adopt your product.

Direct Buyer RecommendationsActive Telemetry

Citation Share34.1%

Frequency of hyperlinked markdown footnotes referencing your canonical domain.

Verbatim Footnote ShareActive Telemetry

Position Share#2.1

Weighted rank score where #1 placements receive 3.5x priority weight.

Average Ordinal PlacementActive Telemetry

Competitor Share41.6%

Head-to-head share of voice against your top 5 declared category rivals.

Displacement RatioActive Telemetry

Source Authority82/100

Credibility weight of the 3rd-party domains citing you vs competitors.

Grounding Source QualityActive Telemetry

AI Crawlability96.2%

Confirmation that GPTBot, ClaudeBot, and PerplexityBot can retrieve your pages.

Edge Bot Ingestion StatusActive Telemetry

AI Referral Share14.8%

Verified incoming web sessions originating directly from AI search interfaces.

GA4 / PostHog AttributionActive Telemetry

AI Revenue Share$42.8k

Closed-won pipeline attributed to prospect journeys initiated via AI citations.

Attributed ARR ImpactActive Telemetry

Confidence calibrated: “Based on repeated observations across foundation engines”Explore statistical bounds →

COMPETITOR REASONING ENGINE

Evidence, Not Guesswork:
Why AI Chooses Your Competitor

When a competitor is recommended instead of you, Citerecon isolates the factual, source, and structural discrepancies driving the model's retrieval preference.

Observed Correlation #1High-Frequency Domains

Competitor is cited across 14 third-party authority domains (G2, Reddit, TechCrunch) where your brand has zero entity footprint.

Observed Correlation #2Semantic Concept Gaps

Their comparison content explicitly resolves 7 concepts (SOC2 compliance, native Slack webhooks, pricing tiers) missing from your page.

Observed Correlation #3Entity Consistency

Their product facts and schema attributes are uniform across Wikidata and third-party reviews, establishing high model confidence.

Inspect live competitor displacement telemetry

SOURCE GAP ENGINE

Where Rivals Are Cited and You Are Not

Foundation models cite third-party authorities to ground their claims. Citerecon maps every citation gap and assigns a transparent Opportunity Score.

Source Domain	Category	Competitor Cited	Your Brand	Authority	Opportunity Score	Action
reddit.com/r/saas	UGC / Community	Linear (cited in 18 queries)	Not cited	95/100	94/100	Contribute canonical comparison thread
g2.com/categories/project-management	Review Authority	Asana (cited in 24 queries)	Incomplete attributes	91/100	88/100	Sync feature matrix and reviews
techcrunch.com	Editorial Media	Notion (cited in 12 queries)	Not cited	89/100	79/100	PR outreach on latest v2 release
github.com/topics	Developer Reference	Supabase (cited in 31 queries)	Zero repo documentation	96/100	92/100	Publish open SDK and integration guides

AI CRAWLER TELEMETRY

The AI Crawl → Citation Diagnostic

Track when GPTBot, ClaudeBot, and PerplexityBot request your pages, and identify critical disconnects where AI bots crawl your content but never cite it in user answers.

DIAGNOSTIC INSIGHT DETECTED

“GPT-related crawler activity detected on /pricing 17 times in the last 14 days, but /pricing has not appeared in any tracked citations for the selected buyer prompt set.”

GPTBot842 hits / 24h

ClaudeBot419 hits / 24h

PerplexityBot612 hits / 24h

Crawl Verification Checklist

Robots.txt explicitly allows GPTBot, ClaudeBot, and PerplexityBot

Status 200 OK edge response latency under 180ms

Clean machine-readable Markdown & JSON-LD Entity graphs served

Absence of bot-blocking JavaScript interstitials or CAPTCHAs

Proper IndexNow ping distribution to Microsoft Bing & OpenAI pipelines

CONVERSION ATTRIBUTION

The Full AI Search Funnel

Connect generative AI visibility directly to website traffic, trials, and pipeline. Citerecon integrates with GA4 and PostHog to attribute verified AI referral journeys.

Step 01

Tracked Category Queries

100%

2,400 Prompts / mo

Step 02

Brand Citation Rate

38.5%

924 Recommendations

Step 03

Verified AI Referrals

14.2%

131 Inbound Sessions

Step 04

Engaged Evaluations

48.0%

63 Qualified Leads

Step 05

Trial / Demo Pipeline

22.2%

14 Opportunities

Step 06

Attributed Closed ARR

28.5%

4 Deals ($48,000 ARR)

REVENUE IMPACT ESTIMATOR

The Cost of AI Citation Blackout

When B2B software buyers consult ChatGPT and Perplexity, unmentioned brands concede pipeline before their sales team ever hears from the prospect.

Monthly Category Evaluation Prompts in AI:1,500 / mo

300 prompts10,000 prompts

Average Annual Contract Value (ACV):$15,000

$5,000$80,000

Competitor Citation Share in Category:60%

20% (Contested)85% (Competitor Dominance)

Estimated Annual Pipeline Conceded

ESTIMATED ANNUAL ARR AT RISK

$90,000

Representing ~6 customer contracts conceded to cited rivals per year

Commercial Queries:3,960 / yr

Buyer Evaluations Conceded:~59 evaluations / yr

Citation Recovery Target:+35% to +60% Share

Audit Your Pipeline: Run Free Scan

THE CLOSED LOOP

The 7-Stage Intelligence Loop

Citerecon turns AI search from a black box into a predictable, engineered acquisition channel.

DISCOVER

Surface high-intent commercial prompts & buyer queries.

MEASURE

Execute repeated observations across ChatGPT, Claude, Perplexity.

EXPLAIN

Isolate citation gaps, source deficits, and missing concepts.

RECOMMEND

Targeted schema, entity updates, and page additions.

EXECUTE

Publish JSON-LD schemas and Markdown agent blueprints.

ATTRIBUTE

Track verified AI referral sessions and pipeline revenue.

RE-MEASURE

Measure 30-day longitudinal uplift with A/B experiments.

EDGE INFRASTRUCTURE

Citerecon Agent Experience Layer

Serve an AI-friendly representation of the same truthful content to autonomous AI agents without degrading human user experience. Delivered at the edge via Cloudflare Workers.

Clean Markdown & HTML: Strips redundant JavaScript bundles, rendering semantic content in <100ms.
Structured Product Attributes: Verifiable pricing, SOC2 certification, and API compatibility specs.
Schema.org Entity Graphs: Injected JSON-LD linking Organization, SoftwareApplication, and FAQs.

GET /api/agent-layer?url=yourdomain.com200 OK (84ms)

# Product Entity Manifest
name: Citerecon
category: AI Search Intelligence Platform
soc2_compliant: true
pricing_model: transparent_saas
canonical_citations: [“https://citerecon.com/methodology”]
supported_engines: [“ChatGPT”, “Claude”, “Perplexity”, “Gemini”]

INTELLIGENCE CONNECTORS

Native Connectors for Modern Stacks

Ingest crawler telemetry and push automated citations into your existing analytics, edge networks, and communication workflows.

Cloudflare

Workers & Edge

Google Analytics 4

AI Referrals

PostHog

Product Funnels

Vercel

Edge Middleware

Slack

Weekly Briefs

Citerecon MCP

Agent Protocol

CROSS-SECTOR VISIBILITY BENCHMARK

Continuous citation telemetry calibrated across leading enterprise software categories

Datadog(Observability)

Amplitude(Product Analytics)

PostHog(Product Suite)

LaunchDarkly(Feature Management)

Segment(Customer Data)

Linear(Issue Tracking)

Webflow(Visual CMS)

TRANSPARENT ENTERPRISE PRICING

Priced for Growth, Built for Dominance

Fair, transparent telemetry tiers based on tracked prompt volume and foundation engine coverage.

Monthly

Annual BillingSAVE 20%

Scout

1 Brand Domain · Core Engines

For fast-moving SaaS startups establishing their initial generative search presence.

$39/ month

Billed annually ($468/yr)

1 verified brand domain tracked
50 buyer-intent prompts / engine
Full Big-4 Parity: ChatGPT, Claude, Perplexity, and Gemini without add-on fees
Automated /llms.txt AI Crawler Generator
Daily citation telemetry & rank tracking
Algorithmic GEO Action Prioritization
Zero Seat Tax: Unlimited team members
Standard email & chat support

Start 7-Day Free Trial

Command

Up to 5 Domains · Unlimited Team Seats

For high-growth SaaS and marketing teams aggressively capturing category citation share.

$119/ month

Billed annually ($1428/yr)

5 brand domains & sub-brands tracked
350 buyer-intent prompts / engine
All 4 Core Engines (ChatGPT, Claude, Perplexity, Gemini)
1-Click Auto-Deploy Embed Script Tag (Dynamic JSON-LD Injection)
Head-to-head Competitor Matrix (10 rivals)
Real-time citation alerts (Slack & Webhooks)
Zero Seat Tax: Unlimited team members
Exportable executive PDF intelligence reports