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Measure and optimize your brand presence with AI Search Analytics

Track how ChatGPT, Claude, Gemini, and Perplexity recommend your brand against competitors.

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THE PROBLEM: THE AI VISIBILITY GAP

Same Question. 4 Wildly Different AI Recommendations.

AI engines recommend different products. Watch what happens when buyers ask the same question:

Buyer Prompt:"Which wireless earbuds are best for running in 2026?"
What The Buyer Sees
OpenAI

"For outdoor running, the Acme Buds are our top recommendation. Wingtip stabilization keeps them secure during sprints, with IP57 water resistance and natural Ambient Sound."

Sources cited:rtings.comtomsguide.com

"Aura SoundPod Pro is the premier choice for runners. Acme Buds are a viable runner-up for universal pairing, though bass seal diminishes during heavy sprints."

Sources cited:theverge.comwirecutter.com

"The top picks for distance runners are Zenith QuietPro (wind blocking and fit) and Vortex Sport Active (IP68 waterproofing). Both outperform alternatives."

Sources cited:cnet.comrunnersworld.com

"Leading athletic picks include AeroFit Sport Pro and Vortex Sport. While Acme Buds are popular, runners report touch-sensor misfires under heavy sweat."

Sources cited:reddit.com/r/runningtechradar.com
Brand ImpactTarget: Acme Buds
Visibility100%Top Mention
Rank#1.0Pole Position
Mentions10 / 10Top Pick
SentimentPositive100% Trust
Visibility50.0%Conditional
Rank#3.2Behind Apple
Mentions5 / 10Secondary
SentimentMixedWith Caveats
Visibility0.0%Invisible
Rank—Not Ranked
Mentions0 / 100 Mentions
SentimentNoneAbsent
Visibility25.0%Critique Only
Rank#4.0Deprioritized
Mentions2 / 10Critique Only
SentimentCriticalReddit Flaw
Interactive Product Tour

How WhatDidYouSay transforms your AI search presence

Follow the workflow from tracking buyer prompts to competitor benchmarking and citation forensics.

Step 01 / 09Setup & Configuration

Create your brand profile & configure models

Define your brand, aliases, and evaluation frequency across OpenAI, Google, Anthropic, and Perplexity in seconds.

Aliases and nicknames detected across all variants
Multi-model coverage with scheduled daily audits
Step 02 / 09Query Design

Add buyer prompts to track your category

Track high-intent buyer prompts and commercial discovery queries across ChatGPT, Claude, Gemini, and Perplexity.

Track category queries and feature comparisons
1-click AI prompt suggestions for your niche
Step 03 / 09Intelligence Metrics

Generate actionable core AEO metrics

Essential benchmarks built for Answer Engine Optimization: Visibility Rate, Top 3 Rank, and Net Sentiment.

Visibility & Rank: How often and where your brand ranks in AI recommendations
Net Sentiment & Citations: Qualitative brand appraisal and cited web sources
Step 04 / 09Competitive Intelligence

Capture & benchmark competition

Zero manual spreadsheets. WhatDidYouSay detects every rival brand mentioned in AI answers and benchmarks their metrics side-by-side.

Automatic detection for every rival brand cited
Side-by-side benchmark table with live sorting
Step 05 / 09Source Forensics

Capture citations & cited excerpts

Discover the exact review sites, authority publications, and Reddit threads models cite to justify their answers.

Authority publisher domains and footnote URLs
Verbatim cited excerpts grounding model answers
Step 06 / 09Perception Mining

Extract strengths and criticisms

Our perception engine isolates the exact pros and cons AI models present to prospective buyers.

Automated extraction of top praise vs. criticisms
Run frequency and verbatim quotes backing each claim
Step 07 / 09Deep Forensics

Inspect prompt executions & raw outputs

Drill into individual prompt runs. Read full verbatim AI responses with inline citation links and search steps.

Verbatim LLM response with inline citation links
Execution timeline, engine status, and web search steps
Step 08 / 09Comparative Analytics

Cross-engine matrix & visibility heatmap

Compare model behavior prompt-by-prompt. Identify model divergences and visibility gaps across all major engines.

Prompt-by-prompt cross-engine visibility breakdown
Uncover blind spots and optimization gaps instantly
Step 09 / 09Stakeholder Reporting

Share tamper-proof public audits with 1 click

Generate shareable, read-only audit reports for clients, executives, and cross-functional teams without forcing them to create an account or log in.

Instant client presentation with unauthenticated public URLs
Full interactive filtering (engines & prompts) with protected database IDs
brands/new
Interactive

Create brand

Add a brand profile for prompt and visibility tracking.

Acme Buds ×Acme Audio ×Acme Buds Pro ×+ Add alias
Optional alternate names or common variations for your brand.
Flagship wireless earbuds featuring intelligent active noise cancellation, studio audio tuning, and universal device integration.
daily
OpenAI ×Google ×Anthropic ×Perplexity ×

Create prompt

Add a prompt to track for this brand.

“Which wireless earbuds have the best microphone call quality in noisy environments?”
+“What are the best wireless earbuds to buy in 2026?”
+“Aura SoundPod Pro vs Acme Buds: which is better if I need multi-platform pairing?”
+“Best earbuds for office zoom calls with background noise cancellation”
Acme Buds

Aggregated Brand Health

Last 30 Days · All Engines
Visibility
50.0%
9 mentions
Rank
#3.0
54.2% ranked
Mentions
9 / 18
50% prompt hit rate
Sentiment
Positive
Based on 9 mentions
Competitors Overview7 competitors tracked
Filter competitors...
BRANDVISIBILITYTOP 3 RANKSENTIMENTMENTIONS
Acme BudsTARGET
50.0%#3.0Positive9
Aura SoundPod Pro41.7%#2.5Positive10
Sonex Studio Master41.7%#1.2Positive10
SoundWave Flow Pro37.5%#3.3Positive9
Zenith QuietPro37.5%#4.4Positive9
EchoCore Aero 416.7%#6.3Positive4
Vortex Sport Active12.5%#5.1Positive3
Harmonix Pulse TW8.3%#7.0Positive2
Citations & Model Web Queries3 citations extracted
14 Best Wireless Earbuds For Commuting In 2026
toksickmagazine.comhttps://toksickmagazine.com/vetted/14-best-wireless-earbuds-for-commuting-in-2026
Verbatim Cited Excerpt

The AeroFit Sport Pro stands out as the best overall choice, thanks to its effective noise cancellation and secure fit.

youtube.com
youtube.comhttps://www.youtube.com/watch?v=amBTHFeWJKQ
Verbatim Cited Excerpt

Best Active Noise Cancellation: Zenith QuietPro Earbuds. Why buy: If your primary goal is silencing subway rumbles, airplane cabin noise, or office chatter, Zenith remains king.

reddit.com
reddit.comhttps://www.reddit.com/r/Earbuds/comments/1lim0dg/best_tws_for_calls_office
Verbatim Cited Excerpt

Performance: Even next to hair dryers and construction zones, they manage to nearly erase the background noise completely while maintaining clear, intelligible voice transmission.

Perception ClaimsExtracted Pros & Cons
BRANDTOP STRENGTHS & PRAISETOP CRITICISMS & DRAWBACKS
Acme BudsTARGET
3 pros · 2 cons
+Easy firmware updates on Android2 runs
+Full control over EQ and settings via app2 runs
+Full companion app and customization on Android2 runs
–Features restricted without companion app3 runs
–Shorter battery life with ANC enabled1 run
Aura SoundPod ProCompetitor
2 pros · 2 cons
+Top-tier noise cancellation and device integration6 runs
+Class-leading transparency and phenomenal ANC3 runs
–Limited functionality outside Aura ecosystem4 runs
–Cannot update firmware without native companion app3 runs
AeroFit Sport ProCompetitor
1 pro · 0 cons
+Secure wingtips prevent slippage during workouts3 runs
No criticisms recorded
OpenAI✓ successful
Prompt:"Which wireless earbuds have the best microphone call quality in noisy environments?"
Target Brand:Acme Buds
Visibility: YesRank: #3Share: 15%Sentiment: Positive
Response & OutputBrand & Competitors (7)Perception (3)Citations (3)Web Searches
LLM GENERATED RESPONSE301 words · 2,519 characters

As of 2026, these are the strongest choices for clear calls in noisy environments:

PickBest forWhy
Sonex Studio MasterBest overallExcellent voice clarity and background-noise separation with strong ANC. rtings.com
Aura SoundPod ProBest for Aura usersUpdated Voice Isolation keeps speech clear on busy streets. tomsguide.com
Acme Buds ProBest for universal cross-platformVery effective at suppressing traffic noise; reviewers found voice crisp. tomsguide.com
Nova Pulse BudsBest mid-range optionIntelligible speech when louder sounds pass by. rtings.com

Visibility Analytics

Cross-engine heatmap comparing how models answer specific prompts for your brand.

Trend Over TimeCompetitor BenchmarkMatrix
PROMPT / QUESTION Anthropic Google OpenAIAVG OVERALL
What are the best wireless earbuds to buy in 2026?100%50%100%83%
Which wireless earbuds have the best microphone call quality in noisy environments?50%100%50%67%
Aura SoundPod Pro vs Acme Buds: which is better if I need multi-platform pairing?————
PUBLIC AUDIT/ID #e8c9a3b/Sep 30, 2026
Completed

Acme Buds Audit

Public snapshot of AI visibility, citation sources, and sentiment across 4 engines.

Read-Only Report
Share Link Copied!
Visibility Rate
50.0%
9 / 18 runs
Average Rank
#3.0
Top 3 pick
Net Sentiment
+66.7%
Positive appraisal
Top Cited Source
rtings.com
8 citations
All Engines (4)All Prompts (3)
18 total executions
PROMPT / QUERYENGINEVISIBILITYSENTIMENT
What are the best wireless earbuds to buy in 2026? AnthropicMentioned #1Positive
Which wireless earbuds have best mic quality in noise? OpenAIMentioned #3Positive
Aura SoundPod Pro vs Acme Buds: multi-platform comparison GoogleNot MentionedNeutral
Transparent Pricing

Simple, predictable plans for every team

Automated daily audits across leading AI models with zero hidden token fees.

Starter

For early-stage brands and founders establishing visibility on AI search.

$79/ month
Billed monthly
  • 12 Tracked Prompts
  • 360 Queries / month
  • 1 Tracked Brand
  • Daily automated audits
  • ChatGPT (OpenAI)
  • All core metrics (Visibility, Top 3 Rank, Sentiment)
Start Starter
Most Popular

Pro

For growing brands and marketing teams expanding reach across major engines.

$249/ month
Billed monthly
  • 25 Tracked Prompts
  • 1,500 Queries / month
  • 3 Tracked Brands
  • Daily automated audits
  • ChatGPT + Google Gemini
  • All core metrics (Visibility, Top 3 Rank, Sentiment)
  • Citations & Web Sources
  • Automated Competitor Analysis
  • Shareable Public Audit Links (client-ready)
Start Pro Plan

Scale

For enterprise brands and teams requiring complete multi-engine coverage.

$699/ month
Billed monthly
  • 50 Tracked Prompts
  • 4,500 Queries / month
  • 10 Tracked Brands
  • Daily automated audits
  • ChatGPT, Gemini & Claude (All 3)
  • All core metrics (Visibility, Top 3 Rank, Sentiment)
  • Citations & Web Sources
  • Automated Competitor Analysis
  • Shareable Public Audit Links (client-ready)
Start Scale Plan
Frequently Asked Questions

Everything you need to know

Common questions about AI search analytics, credits, and model support.

What is AI search analytics and AEO?

AI search analytics measures how engines like ChatGPT, Claude, Gemini, and Perplexity recommend and cite your brand. Answer Engine Optimization (AEO) uses these insights to win top recommendations over competitors.

How does competitor tracking work?

During automated daily audits, WhatDidYouSay automatically identifies every rival brand mentioned across engine responses, tracking their rank, visibility, and buyer sentiment with zero manual setup.

Which AI engines does WhatDidYouSay support?

WhatDidYouSay supports OpenAI ChatGPT, Anthropic Claude, Google Gemini, and Perplexity across all major versions and models.

How do tracked prompts and queries work?

Each plan includes a daily quota of tracked buyer prompts automatically evaluated across models every day with zero hidden token fees.

What is the difference between Citations and Web Searches?

Citations are explicit hyperlinks and footnotes models cite in their final response. Web Searches are the exploratory search queries executed during model reasoning.

Can I share audit reports with clients or teammates?

Yes. Every audit includes a one-click shareable public link with zero login required. You can share interactive, read-only reports with clients, leadership, or stakeholders, and regenerate or revoke access at any time.

Can I switch plans or cancel at any time?

Yes. You can upgrade, downgrade, or cancel your subscription at any time directly through billing settings.

Ready to Lead in AI Search?

Start tracking your brand visibility across leading AI models today.

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