Enterprise Product Competitiveness and Technical Capability Assessment

Problem It Addresses

New-product announcements often mix marketing language, vague claims, and scattered specifications. When preparing competitive analysis, supplier evaluation, or investment screening, it is hard to build a reusable capability baseline: which architecture changed, which metrics are quantifiable, and whether the claimed advantage is durable.

How It Works

The skill accepts company_name and optional product_name, then prioritizes official pages, vertical tech media, white papers, and launch materials. Its core steps are:
- Entity resolution: if no product is specified, it defaults to the most recent high-visibility launch.
- Hard-data extraction: it filters promotional adjectives and retains compute, power, latency, architecture, and certification signals.
- Generation comparison: it compares the new product with the previous generation or industry average, labeling it as incremental or foundational.
- Moat assessment: it grades the barrier as low, medium, or high based on replicability, patents, supply chain, and ecosystem lock-in.

Boundaries

It is useful for short-cycle post-launch intelligence and pre-analysis of competitors, but not a substitute for legal due diligence, financial modeling, or precise verification of undisclosed specs. If official data is missing, the report should state that public sources do not disclose it rather than invent numbers.