01 · Capability
Make important pages easier for AI to understand and quote.
CiteSurge reviews the pages buyers rely on, rewrites unclear passages, strengthens source support and attribution, and gives content teams specific changes to ship. This work is organized as citability engineering. Later measurement stays separate from claims about cause or placement.
- ChatGPT
- Claude
- Perplexity
- Gemini
- Google AI Overviews
- Google AI Mode
- Bing Copilot
- Grok
- Meta AI
The problem
Why are strong pages still hard to understand or quote?
A useful answer can disappear inside a long introduction, vague heading, unnamed subject, or unsupported claim. When a passage loses meaning outside the full page, buyers and AI systems have to infer too much. CiteSurge identifies the affected passage and shows the responsible content or web team what to clarify, support, restructure, or leave unchanged.
Work and deliverables
What work does CiteSurge deliver?
CiteSurge turns page-level findings into concrete editorial work. The scope can cover existing priority pages and justified new pages without publishing CiteSurge's internal prioritization system.
- Page and passage reviews tied to the buyer question each page must answer.
- Rewritten headings, definitions, summaries, and answer passages with the subject and scope made explicit.
- Source, attribution, authorship, and supporting-link improvements for material claims.
- Specific content and structure changes assigned to the responsible owner for review and publication.
In the platform
Built into the platform.
The CiteSurge platform features that carry citability engineering work.
Action Plan
One ranked list of what to fix and how, for each brand you track.
Each recommendation names its decision: refresh an existing page, extend it, create a new asset, research first, monitor, or take no action. Owners and editors move each item through To do, In progress and Done.
- Ranked actions with a detail drawer
- To do, In progress and Done
- Action items in the MCP server
Content Audit
Check one article in a full-page editor: upload a DOCX or PDF, or paste a draft, and get a citability score out of 100 with inline suggestions.
The score looks at answer blocks, passages that stand on their own, structure, statistics and original data. Schema gaps come back as ready-to-paste Article and FAQPage JSON-LD, and the report exports to Markdown and PDF.
- A full-page editor with inline suggestions
- A citability score out of 100
- Ready-to-paste JSON-LD
- Markdown and PDF reports
PlanPro: 10 documents and 50 runs a month. Agency: 100 documents and 500 runs. Enterprise: unlimited documents and 500 runs.
Article Critique
Get a hostile review of an article from several independent AI models, merged into one verdict: Ready, Revise or Rebuild.
Writing-tell findings come back at once. The model reviews follow, and the report ranks every finding by severity, anchors it to the text, shows where the reviewers agree and lists the claims worth checking.
- A Ready, Revise or Rebuild verdict
- Findings ranked by severity and anchored to the text
- Claims worth checking
- Report exports
Advanced AI Audit
CiteSurge's deep GEO audit of your site, with findings, 30-day actions, a structured data review and the AI Visibility Report.
Passage quality rates how direct, self-contained, supported and distinct each passage is. Page Query Alignment shows whether the visible parts of a page use language that matches the queries it is meant to answer.
- Ordered insight cards
- Findings and 30-day actions
- Structured data review
- The AI Visibility Report
Site Updates
Turn selected Action Plan recommendations into website updates that your team reviews before anything goes live.
Each update shows its code change. With a GitHub connection, CiteSurge opens a pull request, and the change merges only when your team allows it.
- Reviewable updates with code changes
- GitHub pull requests
- Suggestions-only or pull-request access
PlanIncluded with Agency and Enterprise. Pro can add it.
Verified Change Lab
One history for every change: the problem found, the approved revision, who made it, how it will be measured, and the result.
Every result stays visible, including no detectable effect, a negative effect, a measurement gap or a reversal. A measured change does not by itself prove that one action caused it.
- A change-to-result history for each change
- Changes marked on the score trend
- Report, export, REST API and MCP access
See every feature on the capabilities page.
The outcome
What does your team receive?
Your team receives clearer pages and a reviewable record of what should change, why it matters, who owns it, and what shipped. AI providers still decide what they retrieve, cite, or say.
- Clear, self-contained passages with explicit subjects, scope, and attribution.
- Approved changes connected to the page, owner, and reason for the work.
- A record of completed changes rather than an unexplained recommendation list.
- Later AI visibility observations kept with their prompt, system, market, and date.
Supporting evidence
Which sources support the work?
CiteSurge uses the visible page, its sources, published research, and current platform guidance. The proof behind each finding stays connected to the affected passage and its limitation. Later AI visibility observations retain their own prompt, system, market, and date.
01
The original GEO research introduced a benchmark for testing how source presentation can affect visibility in generative answers; CiteSurge treats that result as one research finding, not a universal ranking formula.
GEO research · arXiv 2311.0973502
Google says established Search best practices remain relevant to its generative Search features. It also says no special AI file, schema, ideal word count, artificial chunking, or query-variant page is required for those features.
Google Search Central · AI optimization guide03
CiteSurge's first-party review keeps the inspected page, named sources, scope, limitations, implementation status, and later AI observations separate rather than collapsing them into one claim.
CiteSurge · GEO/AEO methodology
Methodology boundary. CiteSurge records what it sees, identifies the gap, records the recommended changes and completed work, and measures again. The public method preserves scope, evidence, and limitations. Delivery details remain private.
Frequently asked
Common questions
What is citability engineering?
Citability engineering makes important web passages clear, self-contained, attributable, and supported by named sources so people and retrieval systems can understand them outside the surrounding page.
How is GEO different from traditional search optimization?
Traditional search optimization focuses on ranked results. GEO examines how AI systems represent a brand, which sources they cite, and whether those sources support the answer. CiteSurge measures and improves that wider AI discovery environment.
How long does citation improvement take?
There is no fixed outcome window. Timing depends on the starting pages and sources, implementation scope, publishing authority, market, configured AI systems, and changes made by those systems.
Which AI systems can CiteSurge measure?
CiteSurge supports ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, Google AI Mode, Bing Copilot, Grok, and Meta AI when each system is configured, ready, and enabled for the project.
Can CiteSurge work with existing content?
Yes. An audit can identify high-priority improvements to existing pages and missing buyer information that may justify a new page.
How does CiteSurge measure results?
Configured runs record available answers, mentions, citations, prompts, engines, markets, and dates. Later runs document movement against the source, passage, prompt, engine, market, and date recorded at baseline.
Which important page should change first?
The audit identifies the pages and passages with the clearest supported case for improvement. CiteSurge can then turn those findings into specific content changes your owners can review and ship.
Before delivery begins, CiteSurge and the client assign the work, decisions, and approvals.