Program offices, congressional staff, and investors now begin their research in a chat window. We measure how AI systems find, resolve, and describe defense companies. Then we run the publishing engine that changes the answer.
Forty-seven seconds inside the console: share of answer by engine, the questions that matter in your market, the sources each engine actually trusts, and the ranked actions that move the number.
The discipline of a program office, applied to your public record. Instrument first. Then intervene, then measure again.
A full index run against your named competitive set: share of answer, featured versus passing placement, sentiment, and a map of every source the engines cite when they describe you. Branded and discovery queries are scored separately. Blending them flatters the companies that need the most help.
Where the answer comes from, and why. Entity failures: DBAs, CAGE codes, and legal names the model cannot connect. Hallucinated facts. Stale or hostile citations. And the open slots, the high-value questions with no incumbent answer that you should own.
A publishing and earned-media engine tuned to the retrieval pipeline: citation-ready capability pages, structured data shipped on your site, announcement timing discipline, and placement in the sources engines actually cite. We measure again every quarter and show the movement.
We publish quarterly AI Visibility Indices for defense sectors. The same instrument powers every client engagement.
We do not guess how models see the defense industrial base. We measure it at scale. Sector rosters. Dozens of queries per run across discovery and branded buckets, sampled repeatedly under parametric and search-grounded conditions, on the surfaces decision-makers actually use.
Every answer is scored for prominence, sentiment, and sourcing. The result is a share-of-answer index that shows who owns each question in your market, and which questions no one owns yet.
Six metrics built for how defense actually shows up inside AI answers, and how it fails to.
Prominence-weighted presence across every query that matters in your market: featured, listed, or passing.
How much of your AI narrative rests on independent journalism versus your own website and paid directories.
Whether engines can connect your legal names, DBAs, CAGE codes, awards, and coverage to one company.
The credibility ladder of every domain the engines cite about you, from wire-service journalism to promo blogs.
High-value questions with no incumbent answer, ranked by how winnable they are for your capabilities.
Hallucinations and misattributions about you and your programs, caught before they propagate into derivative answers.
Start on Growth and see what the engines say about your market within a week. Move to Enterprise when you need custom volume, custom sectors, and a team on call. Beta cohort members get their first week free.
The full engine for focused and scaling defense teams: measurement, diagnosis, and the publishing machinery that moves the answer.
For primes, portfolios, and agencies that need custom monitoring volume, sectors, and recurring support.
We publish our sector research openly. Full datasets and briefings go to Enterprise subscribers.
A ~$100M private defense manufacturer won a major Army munitions prototype OTA, its best earned coverage ever. Seven outlets reproduced a shortened name that no AI engine could resolve to the company. Entity Resolution Rate on the biggest news in its history: zero. A competitor announced first and owns the story.
The four most-visible drone companies in AI answers hold 39.2% of total visibility. None are in the Pentagon's marquee drone program, whose participants hold 23.5% combined. The models rank media footprints. The people reading those answers assume they rank capability.
One program question has a published government answer key. Every sample we drew substituted a fake vendor for the real awardee, and the error propagated into three other policy questions. Nobody was monitoring. False information about your market compounds until someone corrects the record.
We make true things visible. We never make false things plausible.
We onboard a small cohort of companies each quarter and review every application individually. Tell us who you are and we will be in touch about a Visibility Baseline for your competitive set.
Request an invitation