Competitor watchlist and briefing workbench

Turn public competitor activity into reviewed briefings the team can act on. For marketing and product teams tracking several competitors, convert permitted public pages, ads, social posts, pricing pages and company announcements into a reviewed competitor watchlist and briefing. The benefit is a testable hypothesis, measured through reviewed briefings delivered per week and competitor moves acted on before the next planning cycle; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect permitted public pages, ads, social posts, pricing pages and company announcements, then follow this sequence: 1. Suggest relevant competitors to track. 2. Track several competitors at once and surface market trends and gaps. 3. Continuously watch permitted public sources and update insights as changes happen. Resolve uncertain cases with qualified reviewers, approve reviewed competitor watchlist and briefing, and measure reviewed briefings delivered per week and competitor moves acted on before the next planning cycle against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. Public sources only; no private data or unauthorized scraping; final marketing and product decisions remain human. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve source attribution, quotation accuracy and usage permissions. Buyers approve substantive changes and publication scope. Public sources only; no private data or unauthorized scraping; final marketing and product decisions remain human. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: Public sources only; no private data or unauthorized scraping; final marketing and product decisions remain human. Implement one approved input format, a bounded representative case set and the first two task modules: suggest relevant competitors to track; track several competitors at once and surface market trends and gaps. Support the third module with operator review: continuously watch permitted public sources and update insights as changes happen. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Buyer-owned source lists, permitted public pages and authorized feeds. Cloud storage, email delivery and reporting destinations. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Watchlist setup, Change feed and briefing, Client delivery. Use a list of tracked competitors with source links, a central feed of detected changes with severity and evidence, and a right-hand panel for notes, owners and review state. Let users compare competitors side by side. Display draft, changes requested and approved states. Provide a client preview link with comments anchored to the relevant change. Make the task-specific outcome reviewed competitor watchlist and briefing visible beside its evidence, review state and value baseline.