A platform dedicated to providing unbiased reviews of newly launched applications, analyzing everything from their features to their full potential.
info@scoutforge.net© 2026 Scoutforge. All rights reserved.
A platform dedicated to providing unbiased reviews of newly launched applications, analyzing everything from their features to their full potential.
info@scoutforge.net© 2026 Scoutforge. All rights reserved.
A platform dedicated to providing unbiased reviews of newly launched applications, analyzing everything from their features to their full potential.
info@scoutforge.net© 2026 Scoutforge. All rights reserved.
Cycling through all six. Tap any point to stop.
Measured on six things
Track and improve your AI search visibility across ChatGP...
No WCAG statement or explicit a11y features. Site is responsive and keyboard-navigable, but color reliance and missing labels could improve.




In the world of AI-powered search, being recommended by ChatGPT, Perplexity, or Gemini can feel like winning the lottery—but only if you know you're in the draw. That's where ThriveStack citedby comes in. This platform is like a mission control for your brand's AI visibility, letting you see exactly where AI chatbots and search engines mention your product, and more importantly, where they don't. It's not just about tracking; it's about fixing. citedby gives you a prioritized list of issues that might be making your brand invisible to AI, and then helps you turn those AI recommendations into actual revenue. The free audit tool is a killer feature—it crawls your site, benchmarks you against competitors, and spits out a comprehensive report in about 10 minutes. With support for 9 AI engines and real-time metrics, it's like having a crystal ball for the AI economy. Whether you're a marketer tired of guessing or an agency juggling multiple clients, citedby promises to be the missing pie...
Drawn from the product itself, not from a survey.
Demographic
Digital Marketing Managers at B2B SaaS companies (25-45)
Pain points
Brand invisible in AI search results; struggling to measure ROI from AI; lacks visibility into competitor AI presence
Primary needs
Track AI citations, fix visibility issues, attribute revenue to AI channels
Demographic
SEO Specialists and Growth Marketers (22-40)
Pain points
Traditional SEO doesn't apply to AI search; difficulty optimizing for AI engines; time-consuming manual tracking
Primary needs
Automated AI visibility tracking, actionable optimization recommendations, reporting on AI-driven traffic
Demographic
Digital Marketing Agencies serving multiple clients (30-50)
Pain points
Client demand for AI visibility reporting; need to demonstrate ROI; scaling AI optimization across clients
Primary needs
Multi-client dashboards, white-label reports, competitive benchmarking for client pitches
Written by AI from measured evidence, scored out of 100.
ThriveStack citedby is a promising tool for brands and agencies wanting to track and improve AI search visibility. Its free audit and prioritized fixes are compelling, and the dashboard is polished. Security is solid, but accessibility and some UX details lag. The growth potential is real, but competition is emerging. Overall, a solid entry in a nascent category, worth a trial for those serious about AI search.
Free audit and 10-min report make onboarding easy. Dashboard is scannable, but sticky headers and a more prominent date picker would help.
Polished, data-dense dashboard with clear visual hierarchy and color-coded charts. Minor inconsistencies in card padding and link styling.
No performance issues observed; site loads without obvious lag. No benchmarks available, but nothing suggests a problem.
Strong HTTP security headers (12/13) and DMARC/SPF configured. No SOC 2 or pen-test published, but basics are solid.
No WCAG statement or explicit a11y features. Site is responsive and keyboard-navigable, but color reliance and missing labels could improve.
Real pain, clear wedge (free audit + revenue attribution), and category headroom. Traction signals (8K+ brands) support but don't drive the score.
ThriveStack citedby presents a clean, data-dense dashboard that makes AI visibility metrics immediately scannable. The 54% gauge and color-coded trend lines are intuitive, though minor padding inconsistencies and a small date picker detract. Onboarding is smooth with a free audit that delivers a report in ~10 minutes, and the 7-day trial is standard. The competitor table is useful but lacks sticky headers for long lists. Overall, a solid UX that prioritizes clarity over flair.
Performance is unremarkable but adequate; no lag or heavy assets noticed. Security is a strong point: HTTPS, HSTS, CSP, and other headers are all in place, earning 12/13 checklist points. However, secure cookies are missing, and no SOC 2 or ISO certifications are published, which may matter for enterprise buyers. The absence of a security page detailing audits is a gap, but the baseline is solid for a SaaS of this size.
Accessibility is an afterthought — no WCAG statement, and color-coded charts could exclude colorblind users. The site is responsive and keyboard-navigable, but there's room for improvement. Growth-wise, the idea is strong: AI search visibility is a real, growing pain, and the free audit plus revenue attribution differentiates it from competitors like Otterly.ai. The 8K+ brands claim suggests traction, but the wedge is still narrow; agencies and B2B SaaS are the sweet spot.
Conclusion
If you're a marketer tired of guessing whether ChatGPT mentions you, citedby is worth a spin. The free audit gives immediate value, and the pricing is reasonable. Just be prepared to squint at the date picker and hope they add a WCAG badge soon. For now, it's a strong tool with room to grow.
Named competitors, point by point. Nobody paid to appear here or to be left out.
| AI engine coverage | 9 AI engines (ChatGPT, Perplexity, Gemini, etc.) | Tracks AI mentions across major engines | Focuses on traditional SEO with AI insights | AI-driven SEO optimization, not citation tracking |
|---|---|---|---|---|
| Free audit tool | Yes, full site crawl and report in ~10 min | Not specified | No, paid plans only | No, enterprise-focused |
| Revenue attribution | Yes, direct, branded, and organic channel revenue lift | Focus on visibility, not revenue | SEO-focused, limited revenue attribution | Optimization, not revenue tracking |
| Pricing model | From $28/mo (annual), 7-day trial | Subscription-based, details not public | Custom pricing, likely higher | Enterprise pricing |
Otterly.ai
AI visibility tracking and analytics platform
RankScience
SEO tool with AI-powered insights
Cognitiv
AI-driven SEO and visibility optimization
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A platform dedicated to providing unbiased reviews of newly launched applications, analyzing everything from their features to their full potential.
info@scoutforge.net© 2026 Scoutforge. All rights reserved.