Visibility in
ChatGPT
ChatGPT names three tools and moves on. Citera shows you which prompts decide your category, why the winners get cited, and ships the fixes and content that put you in the answer.
See every prompt where ChatGPT names a competitor instead of you
Know which pages the answer is built from — yours or someone else's
Ship the fix from the same platform, then watch the answer change

1000+
Users
10M+
ChatGPT visitors secured
400K+
Content pieces created
12K+
Backlinks built
What goes wrong for brands in ChatGPT?
Every answer is assembled from public sources the model already trusts. Where those sources are thin, stale or wrong, the model repeats the error to every buyer who asks.
Everything you need to win ChatGPT
Prompt tracking, source analysis, technical fixes and answer-shaped content in one platform — measurement and execution in the same place.


Insight & Competitors
Live Reporting & Deep Competitor Analysis
Track your impressions, clicks, and rankings in real time, and see exactly what your competitors rank for so you can take those positions.
CONTENT
Content Calendar
Your whole content pipeline across all platforms (socials, website, blogs, third-party, etc…) planned, scheduled, and published automatically, so you always know what is shipping.

KNOWLEDGE
Brand Knowledgebase
Teach the agent your product, voice, and positioning once, and it keeps everything it creates consistent with your brand from the start. Safe, quick and easy.

REACH
Automated Multichannel Publishing
Customer results
From invisible to cited, on autopilot
Citera runs the full loop — find the prompts you lose, fix what blocks you, publish what gets quoted, then verify the answer moved.
Find the prompts that decide your category
Start from the questions a buyer actually types, not keywords. Record what ChatGPT answers today, which sources it cites, and which competitors it names before you change anything — you need a baseline to prove movement against.

FREE AI VISIBILITY REPORT
Does
ChatGPT,

Claude,

Perplexity &

Gemini
recommend your website? See for free.


We match your brand voice, highlight your products you sell, and create articles and content that rank and get cited without sounding like generic AI content, all data-backed from the start.



Blog



Marketing data foundation: why true ROI starts one layer below attribution
Attribution decides which touch earned the conversion. The marketing data foundation decides whether that credit means anything, and why cost aggregation, normalization and freshness set the ceiling on every ROI number reported.
Attribution decides which touch earned the conversion. Your marketing data foundation decides whether that credit means anything. Here is why cost aggregation, normalization and data freshness set the ceiling on every ROI number you report.
Summary
Fix the input before you tune the model. Automated buying systems reallocate budget continuously and optimize toward whatever numbers reach them. Incomplete cost data does not get corrected downstream, it gets amplified.
Coverage and normalization are the whole job. Pulling cost, performance, creative and attribution data from over 1,200 sources into one standard schema is what makes a real comparison between two channels possible.
Freshness changes behavior, not just reporting. Data that lands hourly gets acted on. Data that lands the next morning gets reviewed. The gap between those two things is measurable in wasted spend.
Article
Comparison
Listicle
How-to
Guide
FAQ
94
/100
BLOG AEO / GEO SCORE
Direct answer in first 60 words
Question-based H2 headings
Every statistic sourced with year
Article + FAQ schema present
AI crawler access verified
Meta tags and image alt text optimized
External links
6
Internal links
8
Statistics / data points
12
JSON-LD schemas
2
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