Actual AI prompt reformulations

Prompt Intelligence

LLMSight captures how AI sources reformulate, expand, and reinterpret your tracked prompts. See the actual search prompts AI uses internally — not semantic estimates.

Prompt Reformulations

See what AI actually searches for.

When you track a prompt, each AI source internally reformulates it before generating a response. LLMSight captures these actual reformulations — not reconstructed guesses.

Original PromptSourceReformulated Prompt
best CRM for startupsChatGPTtop CRM platforms for startup companies 2026
Perplexitybest crm software for small startups
Geminirecommended CRM tools startups early stage
project management tool comparisonChatGPTcompare top project management software 2026
Claudeproject management tools comparison features pricing
is HubSpot worth itPerplexityhubspot crm review pros cons pricing value
Geminiis HubSpot CRM worth the cost for small business
Google AIOhubspot pricing plans worth it 2026
email marketing platformChatGPTbest email marketing platforms features and pricing
Claudetop email marketing services for businesses
salesforce alternativesPerplexitybest salesforce competitors and alternatives 2026
ChatGPTtop alternatives to salesforce crm cheaper
Google AIOsalesforce alternative CRM platforms small business
Most tools estimate reformulations through semantic reconstruction. LLMSight captures the real prompts sources use, giving you ground-truth data for optimization.
Cross-Source Agreement

Where do sources agree on your visibility?

A heatmap showing your brand's status across every prompt and source combination. Green means cited and named, yellow means named only, red means not found.

VISIBILITY STATUS PER PROMPT PER SOURCE
GPT
PPX
GEM
CLD
AIO
CPT
best CRM for startups
CITED
CITED
NAMED
NAMED
CITED
ABSENT
project management comparison
NAMED
CITED
ABSENT
CITED
NAMED
NAMED
is HubSpot worth it
CITED
CITED
CITED
NAMED
ABSENT
CITED
email marketing platform
NAMED
ABSENT
NAMED
ABSENT
CITED
NAMED
salesforce alternatives
CITED
CITED
NAMED
CITED
CITED
ABSENT
Cited + Named Named Only Not Found
Prompt Stability

Know which prompts to trust and which to fix.

Not all visibility scores are equal. Some prompts produce stable results across scans, others fluctuate wildly. Stability analysis tells you where to invest effort.

PromptStabilityLowHighTrend
best CRM for startupsStable7281
72-81
salesforce alternativesStable6574
65-74
project management comparisonVolatile3178
31-78
is HubSpot worth itVolatile2267
22-67
email marketing platformDeclining1855
18-55
CRM pricing comparisonDeclining841
8-41
Volatile prompts often indicate competitive churn — multiple brands fighting for the same AI answer slot. Stable prompts are your foundation. Protect them.
Intent Classification

Understand how users actually ask.

LLMSight classifies every tracked prompt by intent type. Optimize your content strategy by understanding the balance of recommendation, comparison, and informational prompts in your portfolio.

PROMPT INTENT BREAKDOWN
Recommendation38%
"best CRM for startups", "top email marketing tools"
Comparison24%
"salesforce vs hubspot", "project management tool comparison"
Evaluation18%
"is HubSpot worth it", "monday.com review"
Informational14%
"what is a CRM", "how does email marketing work"
Navigational6%
"hubspot login", "salesforce pricing page"
HIGHEST OPPORTUNITY
Recommendation prompts dominate
38% of your tracked prompts are recommendation-intent. These are high-value — AI sources actively suggest brands. Optimize your content to earn these mentions.
COMPETITIVE PRESSURE
Comparison prompts are growing
24% of prompts pit you against competitors directly. Ensure your brand appears in side-by-side evaluations with strong differentiators.
WATCH CLOSELY
Evaluation intent needs proof
When users ask "is X worth it", AI sources look for reviews, case studies, and third-party validation. Strengthen your evidence layer.
Why It Matters

Prompt intelligence changes how you optimize.

Real Data
Actual AI reformulations captured from live source responses. Not semantic estimates, not keyword variations — the real prompts sources use.
Stability
Know which prompts produce consistent visibility and which fluctuate. Focus your optimization effort where it will stick.
Intent
Optimize for how users actually ask. Align your content to the intent categories that drive AI recommendations in your category.
Get Started

Understand how AI interprets your brand.

Sign up free. See the actual prompts AI sources use when they evaluate your brand and competitors.

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Real reformulation data across all sources. No estimates.