Brand Intelligence & OSINT Monitoring

Custom AI-powered monitoring platforms that track how your brand shows up across AI citations (ChatGPT, Gemini, AI Overviews, Perplexity), Wikipedia edits, review sites, and industry forums. Built with the analytical rigor of intelligence-community OSINT frameworks and shipped as software you own, not a reputation-agency retainer you rent.

Timeline
6-14 weeks for a production monitoring platform, depending on scope and threat surface

How it works

Brand intelligence is a different problem than social listening. Social listening passively counts mentions. Brand intelligence actively detects coordinated campaigns, maps attacker networks, attributes anonymous activity to real actors, and scores severity. The difference matters because the stakes of AI-era brand narrative are higher than they were in the traditional search era, a single coordinated Wikipedia edit or review campaign can change what ChatGPT tells your customers about you for months.

We build brand-intelligence platforms that combine OSINT analytical frameworks with modern AI tooling. Citation monitoring across every AI platform that matters. Wikipedia edit tracking with editor-network attribution. Review-manipulation detection with violation evidence packaging for takedown requests. Forum and social pattern analysis for coordinated campaigns. All of it feeds into a dashboard your team checks instead of a retainer invoice you pay.

What you get at the end of the engagement is a running monitoring platform with your data, your brand, your attackers. Not a generic SaaS product. Not a monthly PR-agency retainer. A system your team owns, hosted where you want, extendable when the threat surface changes. That matters because the threat surface changes constantly and off-the-shelf tools always lag.

The work is grounded in Ryan's early-career intelligence-analysis training (Mercyhurst Intelligence Studies, analyst work with the Society of Former Special Agents of the FBI, Nassau County PD intelligence internship) translated into modern AI tooling. Same tradecraft, applied to brand-protection instead of criminal investigations.

What you get

AI citation tracking across ChatGPT, Gemini, AI Overviews, and Perplexity
Wikipedia edit monitoring with editor-network mapping
Review-platform violation detection and takedown-request packaging
Forum and social coordinated-campaign detection
Identity attribution using behavioral fingerprinting and linguistic analysis
Custom dashboards with severity scoring and alert thresholds
Evidence packaging for legal or platform-escalation paths
Deployment on your infrastructure with clean handoff and documentation

Ideal for

Enterprise brands, consumer-facing companies, and high-profile executives who need real visibility into how their brand is being represented (and attacked) across AI platforms, Wikipedia, review sites, and forums. Teams who have outgrown basic social-listening tools and want intelligence, not noise.

Related work

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