Competitive Intelligence
I build AI agents that continuously monitor your competitive landscape — tracking product changes, pricing shifts, public signals, and market dynamics — and deliver structured intelligence that informs your strategy.
Product & Feature Monitoring
Continuous tracking of what your competitors are building, shipping, and deprecating.
Knowing what your competitors are doing with their products is fundamental to strategic planning, but manually checking competitor websites, changelogs, and documentation is tedious and inconsistent. I deploy agents that monitor these sources continuously and surface changes the moment they happen, so your product team always has a current view of the competitive feature landscape.
Changelog & Release Monitoring
The agent tracks competitor changelogs, release notes, blog posts, and documentation updates. When a competitor ships a new feature, modifies their platform, or deprecates a capability, you get a structured alert with details on what changed and an assessment of its strategic significance to your business.
Feature Comparison Matrices
I configure agents to maintain living feature comparison matrices — your product versus each competitor, updated automatically as changes are detected. These matrices highlight where you lead, where you lag, and where gaps are emerging. Your product team gets a continuously current competitive positioning view.
Technology Stack Analysis
The agent monitors publicly visible signals about competitor technology choices — job postings that reveal tech stack changes, open-source contributions, conference talks, and infrastructure indicators visible in their web properties. These signals can reveal strategic direction months before product announcements.
User Feedback & Sentiment Tracking
Agents that monitor competitor reviews on G2, Capterra, Product Hunt, Reddit, and other platforms where users share honest feedback. The agent tracks sentiment trends, identifies recurring complaints and praise, and highlights unmet needs in competitor products that represent opportunities for your roadmap.
Pricing & Positioning Analysis
Automated tracking and analysis of how competitors price, package, and position their offerings.
Competitor pricing changes can signal strategic shifts, create urgency for your sales team, or open opportunities you didn't expect. I build agents that monitor competitor pricing pages and commercial positioning continuously, detecting changes and providing analysis that helps your commercial team respond quickly and intelligently.
Price Change Detection
The agent monitors competitor pricing pages, plan structures, and publicly listed rates. When prices change — a new tier introduced, an existing plan restructured, a feature moved between tiers, or a price increase — you get an immediate alert with before-and-after comparison and analysis of the likely strategic rationale.
Packaging & Bundling Analysis
Beyond raw pricing, the agent tracks how competitors package their offerings — which features are included at each tier, how add-ons and usage-based components are structured, and how free trials and freemium models work. Changes in packaging often signal strategic pivots before they're formally announced.
Promotional Activity Tracking
The agent monitors competitor promotional campaigns — discount offers, limited-time deals, partner program changes, and special pricing for specific segments. This intelligence helps your sales team anticipate competitive offers in deals and respond with informed counter-positioning.
Messaging & Positioning Shifts
I configure agents to track changes in competitor website copy, taglines, value propositions, and target audience messaging. When a competitor shifts from "enterprise-grade" to "for growing teams," or starts emphasising a new use case, it reveals strategic direction. The agent detects these shifts and surfaces them with historical context.
Market Signals & Landscape Mapping
Tracking the broader market environment — filings, announcements, hiring patterns, and emerging players.
Competitive intelligence extends beyond direct competitors to the broader market environment. I build agents that monitor public filings, industry announcements, hiring trends, and new entrants — giving you a comprehensive, continuously updated view of your market landscape and the forces shaping it.
Public Filing & Patent Monitoring
The agent tracks regulatory filings, SEC disclosures (for public companies), patent applications, trademark registrations, and other public records that reveal competitor strategy. A competitor filing patents in a new technology area or registering trademarks for new product names can signal upcoming moves well in advance.
Hiring Pattern Analysis
Job postings are one of the most reliable public signals of strategic intent. The agent monitors competitor job boards and aggregators, identifying hiring surges in specific departments, new office locations, leadership hires, and skill requirements that indicate where a competitor is investing. Hiring 20 engineers in a new city tells you something important.
New Entrant & Startup Tracking
I configure agents to monitor startup databases, accelerator cohorts, funding announcements, and product launches in your space. New entrants can become competitors quickly, and early awareness gives you time to assess the threat, understand their angle, and adjust your positioning if needed.
Market Landscape Reports
The agent produces periodic landscape reports that synthesise all monitored intelligence into a coherent market view — who the players are, how they're positioned, where investment is flowing, and how the competitive dynamics are shifting. These reports combine quantitative signals with narrative analysis, giving your leadership team actionable strategic context.
Ready to systematise your competitive intelligence?
Tell me about your competitive landscape and I'll design a monitoring system that keeps you informed automatically.