Know what AI tells buyers about your software.
When buyers ask AI to compare software, competitors may be recommended before your brand is considered. Resurfed reveals high-intent answer gaps, shows the evidence available, and gives your team review-ready actions to test.
No guaranteed rankings — just answer-level evidence
Comparison, alternatives, and shortlist prompts across ChatGPT, Gemini, and Perplexity.
Buyers consult AI before they book a demo.
When buyers evaluate your software category, conversational AI shapes their shortlist before they ever visit your website.
Silent shortlist elimination
When high-intent buyers ask AI engines for product comparisons or alternatives, missing brands get eliminated before your sales team ever hears from them.
Competitor bias and drift
AI engines synthesise answers using available web evidence. If your differentiators lack structured coverage, competitors get framed as the category standard.
The SEO blind spot
Keyword rank trackers only measure SERP position links. They cannot see how conversational AI synthesises your category or which sources are cited.
From AI Answer Gap to Action
Move from passive monitoring to focused action across three clear steps.
Monitor
Track high-intent commercial prompts—comparisons, alternatives, and category shortlists—across ChatGPT, Gemini, and Perplexity.
Diagnose
Inspect AI answer wording, competitor context, and surfaced citations to identify exactly where your product is missing or misrepresented.
Act
Turn identified gaps into review-ready schema drafts, comparison briefs, and documentation updates, then re-test to observe changes.
Turn AI answer gaps into review-ready action plans.
See how Resurfed turns an observed AI answer gap into clear, evidence-linked assets your marketing and web teams can review and publish.
“Best SOC 2-compliant database monitoring tools for fintech” excludes your brand while recommending two competitors.
In monitored answers, competitor recommendations appeared alongside references to security and compliance content. Your current public materials did not clearly surface equivalent SOC 2 evidence.
Publish a dedicated security and compliance page, clarify SOC 2 status in product documentation, and create a fintech-focused comparison brief.
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "SoftwareApplication",
"name": "AcmeDB Fintech Cloud",
"applicationCategory": "DatabaseMonitoring",
"featureList": ["SOC 2 Type II", "Fintech Compliance"]
}
</script>Enterprise Tracking & Scale
High-density answer intelligence designed for complex categories, multi-brand portfolios, and longitudinal evaluation.
Continuous SOV Tracking
Single audits only show a snapshot. Track your 8-week historical Share of Voice (SOV) trajectory to separate algorithmic variance from sustained trends. Monitor your Displacement Win Rate to see the exact percentage of prompts where AI models explicitly recommend your product over a specific rival.
Closed-Loop Resolution
Measure the commercial impact of your Generative Engine Optimization (GEO). The platform tracks Time-to-Resolution (TTR)—the exact calendar days elapsed between deploying an update and the AI model shifting its answer. Export review-ready SoftwareApplication and FAQPage JSON-LD schemas directly from the dashboard for immediate technical implementation.
Multilingual & Citation Gaps
Evaluate AI evaluation queries across North American, European, and APAC markets in English, German, French, and Japanese. The citation engine surfaces Unclaimed Authority Gaps, revealing the exact high-influence review portals (like G2 or GitHub) that models cite when recommending your competitors instead of you.
Executive Time-to-Value
Accelerate leadership visibility with automated reporting workflows. The platform pushes actionable insights directly to decision-makers via 1-click executive PDF board packs, Monday morning email digests, and real-time Slack Block Kit alerts for Share of Voice (SOV) drops—keeping marketing and growth leaders ahead of competitor shifts.
Evaluate Answers Across Enterprise Decision-Makers
Enterprise deals involve multiple stakeholders. We test structured buyer-role prompt scenarios to see how AI engines evaluate your software across the entire committee.
VP of Engineering & CTO
Tests architecture prompts to spot where AI favors competitors for enterprise scalability.
Enterprise CISO & Security
Identifies where AI answers omit your compliance badges or cite outdated security claims.
CFO & Finance
Reveals when AI engines misrepresent pricing tiers, contract models, or total cost of ownership.
Procurement & Governance
Detects when AI engines position competitors as safer choices due to missing vendor risk documentation.
Pigeonhole Risk happens when AI engines recommend your product to developers, but fail to mention you when security, finance, or procurement stakeholders ask buying questions. We test structured role-based prompt scenarios to find and fix these blind spots before deals stall.
How Resurfed compares with traditional SEO tools and generic trackers
Traditional SEO tools track ranking positions for search engines. Resurfed monitors how conversational AI models synthesize evaluation answers, cite web sources, and describe competing products.
How Resurfed compares with traditional SEO tools and generic trackers
Traditional SEO tools track ranking positions for search engines. Resurfed monitors how conversational AI models synthesize evaluation answers, cite web sources, and describe competing products.
| Capability & Approach | Resurfed AI AI Answer Monitoring | Legacy SEO Suites Keyword Rank Trackers | Generic AI Trackers Broad Category Prompts |
|---|---|---|---|
High-intent prompt evaluation battery Focuses on direct comparisons, alternatives, and shortlist questions where buyers evaluate software. | |||
Multi-model search coverage (ChatGPT, Gemini, Perplexity) Queries leading conversational search models with live web-grounding enabled. | |||
Structured content & positioning review board Turns missing mentions, messaging drift, and citation gaps into an organised review backlog. | |||
Web citation and source tracking Captures linked URLs and review sources cited in model responses when available. | Partial (Backlinks only) | Partial | |
Illustrative scenario modeling Explores potential commercial touchpoints associated with category evaluation queries. | |||
Explicit zero-mention tracking Records when your brand is completely absent from a run, preventing skewed visibility averages. | |||
Client-side CSV and JSON data export Export full run logs, competitor mentions, and citation domains without arbitrary limits. | Restricted | ||
Accessible pricing with 14-day trial Self-serve plans with straightforward cancellation via the Stripe portal. | $ | $$$ | $$$$ (Enterprise contract) |
Straightforward, predictable pricing
Starter monitors high-intent prompts in ChatGPT plus Google Gemini or Perplexity. Pro tracks all three engines.
Essential AI answer intelligence & comparison tracking for early-stage B2B SaaS.
High-frequency multi-model visibility tracking, citation intelligence & team seats for scaling B2B SaaS.
Tailored high-capacity architecture for agencies, multi-brand portfolios, and bespoke crawl intelligence.
Your 14-day trial starts on your selected monthly or annual plan. Cancel before renewal to avoid charges.
Cancel anytime from the Stripe customer portal. Taxes and plan limits are shown before payment.
No guaranteed AI rankings. Just evidence you can act on.
AI answers vary by model, prompt, source availability, and provider updates. Resurfed does not pretend to control third-party AI systems. We provide answer-level evidence and repeated testing so your team can make disciplined positioning decisions.
Inspect verbatim responses and surfaced source links where available.
Track how answers shift across repeated tests without hiding variance.
Review, adapt, and approve all recommended assets before publishing.
Frequently Asked Questions
Clear answers regarding AI answer monitoring, model coverage, and evaluation workflows.
AI answer intelligence is the practice of querying conversational engines (such as ChatGPT, Google Gemini, and Perplexity) with bottom-of-funnel software evaluation prompts to inspect how your product is positioned, whether competitors are recommended, and what citations surface alongside responses.
Resurfed monitors search-enabled models from OpenAI (ChatGPT Search), Perplexity AI (Sonar), and Google (Gemini with Google Search grounding). Outputs and available citations are captured directly via API responses.
No. Resurfed is an answer intelligence and intervention platform, not an answer-manipulation tool. AI engines are non-deterministic and update independently. Resurfed provides the evidence and review-ready assets your team needs to test and measure changes over time.
You receive full access to either the Starter ($39/month billed annually or $50/month billed monthly) or Pro ($119/month billed annually or $149/month billed monthly) tier for 14 days. You can configure prompts, run audits, and inspect cited sources. You can cancel anytime before the 14 days elapse via the Stripe billing portal without being charged.
Yes. Pro plans include 5 collaborating team seats with role-based access control (Admin, Member, Viewer). You can invite product marketers, content leads, and technical founders with appropriate workspace permissions.
Yes. Competitor summaries and extracted citation sources can be exported at any time to CSV and JSON files for custom spreadsheets or reporting.
Resurfed AI is operated by an independent sole trader based in the United Kingdom under UK GDPR. Data is stored securely via Supabase with Row-Level Security, and payments are handled securely by Stripe.
Resurfed is designed for commercial B2B software companies, product marketers, growth teams, and founders. Account holders must be at least 18 years of age.
Model Potential Pipeline at Risk Across High-Intent Gaps
Translate high-intent AI-answer gaps into a business prioritisation model. Using your actual ACV, stage conversion rates, prompt opportunity weights, and first-party demand signals, teams can prioritise which answer gaps to address first.
Uses your team's verified Average Contract Value (ACV), stage conversion rates, and sales cycle assumptions.
Assigns higher priority to bottom-of-funnel alternatives and comparison questions over general queries.
Factors in existing category interest and website referral signals to calibrate overall priority.
Estimate the scale of evaluation queries in your category
Adjust the sliders below to explore an exploratory projection of potential buyer inquiries across comparison, alternative, and category shortlist prompts.
Disclaimer: This calculation is an illustrative scenario model for exploratory planning only. All estimates are mathematical projections based solely on user inputs and do not constitute financial, revenue, or business advice, nor guarantees of model recommendation rates or commercial pipeline.
Estimated Pipeline Exposure is a configurable prioritisation model—not a guarantee of revenue recovery or direct attribution.
Know what AI tells buyers about your software.
Configure your commercial evaluation prompts and review your first multi-model audit in minutes.
No guaranteed rankings — just answer-level evidence