Mining Negative Reviews to Find Your Next Product Opportunity

Release v0.1.70 — Competitive Gap Scorer

Negative reviews are one of the most underused signals in market research. When a user takes the time to write a critical review, they're telling you exactly what they wish existed — and exactly where an incumbent product has failed them. v0.1.70 adds a dedicated sub-module to turn that signal into a scored, actionable opportunity.

The Problem

Until now, the composite opportunity score included a competitive gaps dimension, but it wasn't backed by structured analysis. Identifying what rivals are doing poorly required manual review trawling — time-consuming and inconsistent.

What's New in v0.1.70

The Competitive Gap Scorer automates negative review mining end-to-end:

• Isolates negative signals — Filters low-rating reviews from the scraped corpus for each product.
• Extracts the top 3 complaints — The LLM reads the negative content and surfaces the three most frequently recurring complaints.
• Maps complaints to themes — Each complaint is mapped to a normalised opportunity theme (e.g. no mobile app, pricing too high, poor API) so gaps are comparable across products.
• Scores each gap 1–10 — Frequency and severity combine to produce a gap size score, making it straightforward to prioritise which weaknesses are most worth targeting.

How It Feeds the Dashboard

The gap scores flow directly into the competitive gaps dimension of each product's composite opportunity score. Products where incumbents are failing their users most loudly will rank higher — putting the best build opportunities at the top of your list without any manual sorting.

Practical Example

Imagine scanning a property management SaaS category. The Competitive Gap Scorer might surface:

Complaint	Theme	Gap Score
"No mobile app after 5 years of requests"	no mobile app	9
"API docs are out of date and incomplete"	poor API	7
"Cheapest plan is still too expensive for small agencies"	pricing too high	6

Those three data points are immediately usable: they tell you what to build, what to deprioritise from the incumbent, and how to position on pricing.

Where to Find It

Open any product dossier from the ranked dashboard and navigate to the Competitive Gaps section. The top 3 complaints, their mapped themes, and gap scores are displayed there — and are copy-ready for pasting into the platform's feature planning workflow.