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Generative Engine Optimization · The features

Everything toown the AI answer.

Generative engine optimization (GEO), finally operational. Audit 40+ signals, generate the assets AI reads, and close every citation gap with AI-written playbooks — across ChatGPT, Perplexity, and Google AI.

2-minute scanNo credit card14-day free trial5 AI platforms

Preview: Prominara AI Action Playbook for a citation gap. Headline “Out-rank CloudTrack on ‘best CRM for remote teams’ with a cited comparison page”, target action: create content, four concrete steps, competitor insight, effort and re-measure window.
01The loop

Audit. Generate. Validate. Every feature, engineered to make AI cite you next.

01Audit

See exactly where you disappear.

Point Prominara at a URL. In minutes you get a GEO score across 40+ factors — content structure, entity coverage, authority signals, technical readiness — with platform-specific readiness for ChatGPT, Perplexity, and Google AI. Every finding ships with a fix, ranked by impact.

  • 40+ factors across 4 scoring categories
  • Per-platform readiness: ChatGPT · Perplexity · Google AI
  • Prioritized recommendations with impact estimates
  • Automated weekly site scans (daily on Pro & Agency), plus on-demand re-audits
Live audit preview
89GEO score
Per-platform readiness
ChatGPT
91
Perplexity
88
Google AI
82
Content structure30%
Entity & topic25%
Authority signals25%
Technical readiness20%

Every finding ranked by impact, tied to a fix — not a 60-page report that dies in a Notion doc.

02Generate
Only in Prominara

Generate the fixes, not just the findings.

llms.txt, robots.txt, sitemap.xml, and Schema.org JSON-LD — generated from your real crawl, validated, and ready for your CDN in one click. No templates. No monitor-only tool ships these. It's the gap between knowing and doing.

  • llms.txt for LLM crawler guidance
  • robots.txt tuned for GPTBot, ClaudeBot, PerplexityBot
  • Sitemap.xml from your full site crawl
  • JSON-LD Schema that validates in Google Rich Results Test
Generated for your site

llms.txt

For LLM crawlers

robots.txt

GPTBot · ClaudeBot · PerplexityBot

sitemap.xml

Complete, from crawl

schema.json

JSON-LD · validates in Rich Results

One click · ready for your CDN4 files shipped

No templates. Every file is built from your actual crawl, validated, and ready to deploy.

03Validate

See every source. Close every gap.

We query ChatGPT, Perplexity, and Google AI with your tracked prompts — weekly on Pro and Agency, bi-weekly on Starter — and pull back real citation URLs. Prompts you mark for measurement run repeatedly against frozen alternate phrasings, so a rate is a sample and not one lucky draw. Sentiment per mention, share of voice vs. competitors, and alerts when your citations change.

  • Real citation URLs — not ranking guesses
  • Being named and being linked, counted separately
  • Share of voice vs. named competitors
  • Impact verdicts tested against prompts you never touched
  • Alerts when you win or lose a citation
Live citations · this week
Tracked prompt

best CRM for remote teams

ChatGPT icon

ChatGPT

yourbrand.com/guides/crm

Perplexity icon

Perplexity

yourbrand.com/blog/remote

Google AI icon

Google AI

yourbrand.com/compare

Share of voice43%
YouCloudTrack · Ledgerbase · Others

Every citation is a real URL — not a guess, not a score. Export, monitor, alert.

02Intelligence layer

AI that closes the loop.

Monitoring is the easy part. Prominara's AI models generate your next move — for every citation, every gap, every hallucination.

AI Action Playbook · flagship

When AI cites a competitor, we hand you the step-by-step to take it back.

Every citation gap is analyzed by our AI — source URL, competitors present, platforms citing, your brand context — and returned as a specific playbook. Headline, rationale, target action, suggested title, key topics, competitor insight, concrete steps, risk warnings, and effort. Generated on demand, for your exact opportunity.

10Fields generated per playbook · by AI
Opportunity · cloudtrack.ioGenerating

Out-rank CloudTrack on “best CRM for remote teams” with a cited comparison page.

Create contentEffort mediumRe-measure 2 weeks
Steps · custom to this source
  1. 01Draft a 1,200-word comparison page targeting the head term.
  2. 02Cite three third-party benchmarks within the first 400 words.
  3. 03Add JSON-LD Article schema with sameAs linking to G2 and Capterra.
  4. 04Submit a data-led summary to r/SaaS — no pitch, no link.

Competitor insight

CloudTrack's cited page ranks on real benchmarks and schema — not thin listicles. Match the depth; cite better sources.

Accuracy monitor

Catch every lie AI tells about your brand.

We extract claims from every AI answer and check them against your verified brand facts. When AI gets it wrong, you get a correction playbook — not a scary alert.

AI claimed

“Their plan starts at $49 per month.”

Your fact

Plan starts at $29 per month.

100%

Claims checked · real time

Prompt engine

The queries that decide who gets cited — written for you.

We read your site and draft a prompt set balanced across the buying journey. Only the questions that never name you count toward your visibility rate — the rest are read separately.

3

Question types · read apart

Source classifier

Every citation, routed to the right playbook.

Reddit, earned media, directories, marketplaces, UGC, institutions — every source is classified and matched to a platform-safe playbook.

9

Playbook types · source-aware

03Scale

One canvas. Every client. Every brand.

Agencies and in-house teams run GEO for many brands from a single Prominara workspace — with white-label reports, a branded portal, and the team controls you'd expect.

Client workspaces

Agency includes 3 client workspaces and 6 websites pooled across them, each brand with its own prompts and competitive set. Role-based access (owner, admin, member, viewer) included.

White-label reports

PDF reports with your brand, your colors, your logo. Client sees you, not Prominara. 5 a month on Pro; unlimited on Agency.

Branded client portal

A branded dashboard your clients log into. Live scores, citations, recommendations — all under your brand. Agency plan.

Scheduled client reports

Weekly or monthly Proof-of-Impact, Progress, or Competitive reports emailed to each client automatically — public link, no login needed. Set once per brand. Agency plan.

AAmpersand Agency
Q4 Report · draft
For · CloudRaven Inc.

AI visibility quarterly, Q4 2026

GEO score

89

+14

Citations

312

+87

Share of voice

43%

+11pp

Prepared by Ampersand AgencyWhite-label

Your brand, your colors, your deliverable. Prominara runs underneath — invisible to your client.

04Your agent

Bring your agent. Or keep using the dashboard.

Prominara runs a remote MCP server, so your own assistant can read your visibility data, run a check, log the page you shipped and read the verdict. OAuth sign-in, read and write as separate permissions, revocable from settings, and included in every plan.

How agent access works
  • Claude
  • ChatGPT
  • Cursor
  • Codex
05The field

Other tools monitor. Prominara ships the fix.

Monitor-only GEO tools tell you the scoreboard. Traditional SEO misses the game entirely. Prominara audits, generates the assets AI reads, validates citations, and writes your next move — on one platform.

CapabilityProminaraMonitor-only GEO
AI-written action playbooks per citation gap
Accuracy monitor (hallucination detection + correction playbooks)
llms.txt, robots.txt, sitemap, Schema.org generators
Citation tracking across ChatGPT, Perplexity, Google AI
Share of voice vs. competitors
Platform-specific readiness scoring
Reddit thread intelligence + engagement playbooks
White-label reports + branded client portal
Starting price$29/mo · 14-day free trial$99+/mo

Want the side-by-sides? See every comparison.

06Questions

What buyers ask before they switch.

Not what you're looking for? Start a free scan and see the answers in your own dashboard.

01

What is Generative Engine Optimization (GEO)?

Generative engine optimization (GEO) is the practice of structuring website content so AI search engines like ChatGPT, Perplexity, and Google AI cite and recommend your brand. GEO combines structured data, authoritative citations, definition-rich writing, and technical markup to increase visibility inside AI-generated answers. Prominara is an end-to-end GEO platform — not monitoring, not a widget.

02

How are the AI action playbooks different from generic recommendations?

Every playbook is generated per opportunity using GPT-5-mini. Prominara feeds the source URL, classified source type, competitors already cited, AI platforms involved, and your brand context into the model. It returns a headline, target action, concrete steps, a suggested content title, competitor insight, risk warnings, and estimated effort — specific to that exact gap, not a generic template.

03

Which AI platforms does Prominara track?

Prominara tracks citations across ChatGPT (OpenAI), Perplexity, Google AI (Gemini), Google AI Overviews, and Google AI Mode — including the real AI answer surfaces inside Google Search. Every audit also scores per-platform readiness for ChatGPT, Perplexity, Google AI, and Claude, since each engine weighs retrieval and citation signals differently.

04

What is an llms.txt file and why do I need one?

An llms.txt file is a machine-readable manifest at your site root that helps LLMs understand your site structure and key content. It is to LLM crawlers what robots.txt is to search engines. Prominara generates it automatically from your crawl — no templates.

05

How is the GEO score calculated?

We score 40+ factors across four weighted categories: content structure (30%), entity and topic coverage (25%), authority signals (25%), and technical readiness (20%). Factors are scored individually, then weighted into an overall 0–100 score plus per-platform readiness for ChatGPT, Perplexity, and Google AI.

06

What does citation tracking actually detect?

For every tracked prompt, Prominara queries each platform and pulls the response. We detect whether your domain appears as a citation, recommendation, or link — capture the real URL — and classify sentiment per mention. You see share of voice vs. named competitors, live alerts when citations change, and sources grouped by domain type.

07

How quickly can I see results?

The first audit runs in under 2 minutes. After that we deliberately avoid promising a lift timeline — generative answers are probabilistic, and no vendor controls them. What you get is a measurement cadence: the same prompts re-run on schedule, so a change either shows up in your citation data or it doesn't. Treat single-run swings as noise and judge over several cycles.

Start here

Start being findable.

One URL. Two minutes. A GEO score, the fixes to ship, and your first AI playbook.

Or try the free AI Visibility Checker·browse pricing·create a full account

Answer surfaces checked
5

Every scan, every engine

  • ChatGPT
    OpenAI web search
  • Perplexity
    Agent API
  • Google AI
    Gemini grounding
  • Google AI Overviews
    Live SERP
  • Google AI Mode
    Live SERP

Citations captured across every customer site