Core concepts
Competitor intelligence
VocxAI can find out who you're really competing with, scan what they ship, and compare it against every theme in your backlog - so a feature request reads as a genuine gap, a parity play, or a real differentiation bet, not just a guess.
How it works
Competitor intelligence is a pipeline with a deliberate pause for human review before anything expensive happens:
- Tell VocxAI your product's URL. On the Competitors tab, enter your website and (optionally) a one-line description of what you do.
- Automated discovery runs. VocxAI reads your product page and searches the web for your most direct competitors, returning each as a suggestion with a one-sentence rationale.
- You review before anything is scanned. Nothing is analyzed automatically - each suggestion sits as pending until you Confirm or Dismiss it. You can also add a competitor manually at any time, whether or not discovery has run.
- Confirming triggers a scan. Once confirmed, VocxAI fetches that competitor's site and G2 profile and extracts the product features it finds.
- Themes get matched against it. Every theme built from your customer signals is compared against each tracked competitor's known features.
- Results roll into five views - Competitors, Validated gaps, Competitor mentions, Feature matrix, and Offensive opportunities - each covered below.
You can edit a tracked competitor's name or URL, remove one, or trigger a rescan at any time - the list is never locked once discovery has run.
Competitors
Discover, review, and manage the competitor list.
Validated gaps
Themes a competitor already ships that you don't.
Competitor mentions
When customers bring up a competitor by name.
Feature matrix
Every theme, every competitor, one table.
Offensive opportunities
Real demand nobody you track has answered yet.
When to expect results
Timing for scans, matches, and mentions.
Competitors
The entry point for the whole feature, and the only tab where you take action rather than read results.
- Your company. Enter your product URL (and optionally a short description) and click Find competitors - VocxAI reads your product and searches the web for direct competitors.
- Suggested competitors. Each candidate discovery finds shows up here with a name, best-guess URL, and a one-sentence rationale for why it's a direct competitor. Nothing is scanned yet - Confirm moves it to tracking and starts a scan; Dismiss discards it (and it won't be re-suggested next time you run discovery).
- Tracked competitors. Every confirmed or manually-added competitor, with its scan status, when it was last scanned, and Edit / Rescan / Remove actions available at any time.
You don't need discovery at all - the Add competitor button in the top right adds one manually with just a name and URL.
Validated gaps
Themes built from your own customer signals where at least one tracked competitor already ships it and you don't. This is the most defensive view - it's where customers are actively comparing you to something that already exists elsewhere.
Each gap shows which tracked competitors have it, how many customer signals reference it, and a representative quote where one exists.
Competitor mentions
A separate, lighter-weight signal from the rest of this feature: every incoming customer signal (a support ticket, a call transcript, a review) is scanned for a tracked competitor's name. When one shows up, it's logged here with the excerpt and which competitor was mentioned.
Two things worth knowing about how this behaves:
- It only covers signals ingested after a competitor was added to your tracked list - it doesn't retroactively scan your entire signal history the moment you add someone.
- It's independent of scanning and matching - a competitor doesn't need a completed feature scan to show up in mentions, only a customer signal that names them.
Feature matrix
A single table: every customer-signal theme as a row, every tracked competitor as a column, and a cell showing whether that competitor has it, partially has it, or doesn't. Your own status comes from the same codebase feasibility check used elsewhere in VocxAI, so "You" reflects what's actually built, not what's on a roadmap.
A row only appears once that theme has been through a competitor comparison pass - the matrix is a rollup of the same underlying data as Validated gaps and Offensive opportunities, just laid out for side-by-side scanning rather than one gap at a time.
Offensive opportunities
The inverse of Validated gaps: themes with real customer demand behind them where none of your tracked competitors ship anything close. These are differentiation bets - features you could ship that nobody you're tracking currently offers.
An opportunity needs two things to appear here: a theme with at least one real customer signal, and a completed comparison pass that found zero matching competitor features. A theme with no customer signal at all won't show up here even if no competitor has it either - this view is about validated demand, not just gaps in the market.
When to expect results
Each part of this feature runs on a different clock:
- Discovery (finding suggested competitors) usually returns a first batch within about a minute of clicking Find competitors.
- Scanning a confirmed competitor's site and G2 profile, and matching it against your themes, typically finishes within a few minutes of confirming it.
- Mentions depend entirely on new customer signals coming in that reference a tracked competitor by name - there's no fixed timeline, since it's driven by your actual signal volume.
- Already-tracked competitors are periodically re-scanned and re-matched in the background, so their coverage stays current without you needing to manually rescan.
If a tab still looks empty well after adding a competitor, check that competitor's status on the Competitors tab - a scan that failed shows as an error there rather than silently producing nothing.