Client
BWN
Industry
Competitive / Market Intelligence (Enterprise)
Location
United Kingdom
Timeline
14 Weeks
Tech Stack
OpenAI GPT-4o, LangChain, Node.js, PostgreSQL, Next.js, MS Teams Bot Framework, WebSocket, SMTP
Harbinger AI is named for its proactive signal-bearing function — a platform built to continuously hunt for competitive signals, analyze their significance, and rank them by business impact before organizations know to search for them. Built in just 14 weeks for BWN, an enterprise intelligence team based in the United Kingdom, it unified six fragmented data dimensions into a single, AI-powered platform.
The result was a platform that transforms competitive intelligence from a reactive, labor-intensive process into a proactive, always-on capability — turning individual analyst knowledge into permanent institutional intelligence.
The Challenge
BWN's intelligence team was overwhelmed. Analysts spent over 70% of their time manually gathering data from hundreds of disparate sources with no unified system to aggregate, filter, or prioritize signals. There was no real-time awareness of market movements, and team burnout was a growing concern.
Compounding the problem was the fragility of institutional knowledge — when analysts left, critical context walked out the door with them. BWN needed a platform that could automate signal collection at scale, filter noise intelligently, and preserve intelligence as a compounding organizational asset.
What We Built
Multi-Source Collection Engine
Custom crawlers and integrations monitoring six data dimensions: patents, product pages, news, workforce signals, regulatory filings, and custom signals — all feeding into a single unified pipeline.
Two-Layer AI Detection Pipeline
A CRITICAL/HIGH/MEDIUM/LOW signal classification system powered by GPT-4o and LangChain, with intelligent noise filtering and daily alert quotas to prevent information overload.
Multi-Channel Delivery
Signals delivered via Microsoft Teams Bot, email, and an in-app real-time feed using WebSocket — ensuring analysts receive intelligence wherever they work.
Conversational AI Assistant
An embedded AI assistant with 10+ specialized capabilities, allowing analysts to query the platform in natural language and surface intelligence on demand.
Automated Weekly Briefings
AI-synthesized weekly intelligence reports delivered as PDF and via Teams/Email, providing leadership with a curated executive summary every week without manual effort.
Admin Dashboard & Feedback Loop
A full admin dashboard with company management, cost tracking, and analytics — plus a continuous improvement feedback loop so the system compounds in accuracy over time.
Results
14 Weeks
Full production deployment achieved in 14 weeks with weekly live demos throughout
6 Sources
Six fragmented data dimensions unified into a single queryable intelligence platform
Proactive
Reactive intelligence replaced by real-time proactive signal detection and classification
BWN chose to continue with a monthly retainer post-launch — recognizing that Harbinger AI compounds in value as signals accumulate over time, transforming from a deployment into a strategic, ever-improving competitive advantage.
"Working with the team was unlike any vendor relationship we've had. Every week we saw the product live, understood what was coming next... Harbinger AI gave us genuine competitive advantage."
BWN Leadership
Client, United Kingdom
Conclusion
Harbinger AI demonstrates what's possible when AI-first architecture meets a genuine operational problem. By replacing manual, fragmented intelligence gathering with an autonomous, always-on system, BWN transformed their competitive intelligence capability from a cost center into a strategic asset.
The platform's value compounds over time — as signals accumulate and the feedback loop improves the AI's precision, Harbinger AI becomes an increasingly powerful institutional memory, ensuring BWN stays ahead of market movements rather than reacting to them.
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