Before your Government Affairs team enters the room, the model has already answered.

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.

Share of Answer: client vs. incumbent
Discovery queries · search-grounded · quarterly re-measurement
40% 25% 10% 0% Q1 Q2 Q3 Q4
Client (program engaged) Category incumbent
Measured surfaces
CHATGPTCLAUDEGEMINI
Web search on
The instrument, live

Watch a measurement run.

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.

Method

Measure. Diagnose. Move the answer.

The discipline of a program office, applied to your public record. Instrument first. Then intervene, then measure again.

01

Measure

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.

02

Diagnose

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.

03

Move

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.

One engagement cycle
Index run on ChatGPT, Claude, and GeminiWK 1-2
Entity resolution and citation auditWK 2-3
Findings briefing and ranked fix listWK 4
Content and entity fixes shipped via our CMS layerONGOING
Earned amplification in cited sourcesONGOING
Re-measurement against baselineQUARTERLY
Proprietary measurement

See how your AI visibility stacks up.

We publish weekly AI Visibility Indices for defense sectors, openly. 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. Twenty buyer questions per run, asked weekly with web search on, on the surfaces decision-makers actually use.

Every answer is scored for who was named, who was recommended, and which sources the engine trusted. The result is a share-of-answer index that shows who owns each question in your market, and which questions no one owns yet.

See the full US Drone Index →

2,440
Approved vendors on one Golden Dome IDIQ
88%
Of congressional AI spend flows to ChatGPT
US Drone Industry: AI Share of Answer
15-company roster · 20 buyer questions · Claude + Gemini · 2026-10-12
AeroVironment75.0%
Anduril Industries70.0%
Northrop Grumman42.5%
Median of roster27.5%
Every roster company was named at least once across 40 scored answers, but 2 sit below 10%. The four most-visible companies hold 47% of all mentions. See the full index →
The instrument

Stop briefing on instinct. Start measuring.

Six metrics built for how defense actually shows up inside AI answers, and how it fails to.

M-01

Share of Answer

The share of scored discovery answers that name you. A plain mention rate: every query and every engine counts equally. Where the name first appears is tracked separately and does not change the percentage.

M-02

Citation Independence

How much of your AI narrative rests on independent journalism versus your own website and paid directories.

M-03

Entity Resolution Rate

Whether engines can connect your legal names, DBAs, CAGE codes, awards, and coverage to one company.

M-04

Source Attribution Tiers

The credibility ladder of every domain the engines cite about you, from wire-service journalism to promo blogs.

M-05

Open-Slot Inventory

High-value questions with no incumbent answer, ranked by how winnable they are for your capabilities.

M-06

Accuracy Watch

Hallucinations and misattributions about you and your programs, caught before they propagate into derivative answers.

Pricing

Three plans. Two ways to start.

The tracker queries ChatGPT, Claude, and Gemini with web search on. The free check is narrower: ten buyer questions on Gemini, and the first three of those on ChatGPT and Claude as well. The public drone index currently runs Claude and Gemini, and each edition names the engines it used. Annual billing is 2 months free. This site does not take payment.

01 · Plan

Starter

$490 / MO
OR $4,900 / YR · ANNUAL BILLING IS 2 MONTHS FREE

The tracker on ChatGPT, Claude, and Gemini.

  • 40 tracked prompts.
  • ChatGPT, Claude, and Gemini
Talk to us →
02 · Plan

Growth

$1,490 / MO
OR $14,900 / YR · ANNUAL BILLING IS 2 MONTHS FREE

The tracker, plus 6 customer-approved articles a month and a monthly readout.

  • 100 tracked prompts.
  • 6 customer-approved articles per month
  • A monthly readout
  • ChatGPT, Claude, and Gemini
Start Growth
03 · Plan

Enterprise

Contact sales
NO PUBLIC PRICE

The same three engines, scoped with you. No public price.

  • 250 tracked prompts, scoped with you.
  • ChatGPT, Claude, and Gemini, scoped to the portfolio
Contact sales →
Ways to start
01 · Way in

Baseline audit

$950
CREDITED TOWARD THE FIRST MONTH

A one-time audit. The fee is credited toward the first month of a plan.

Request the Baseline →
02 · Way in

Pilot

$3,990
PREPAID FOR 90 DAYS

Ninety days, paid up front. No monthly invoice during the pilot.

Start the Pilot →
From our research

Findings from the field.

We publish our sector research openly. Full datasets and briefings go to Enterprise subscribers.

0.0

An award the machine couldn't see

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.

Single-company baseline · 2026
46.5%

Visibility concentrates fast

In the October 12, 2026 edition of the US Drone Industry AI Visibility Index, the four most-visible companies hold 46.5% of every mention across 40 answers from Claude and Gemini. The bottom 2 of 15 roster companies sit below 10%. The models rank media footprints. The people reading those answers assume they rank capability.

0/3 → 16/16

The question decides the answer

A hypersonics startup ran our free check twice. On three generic "defense sector" prompts, no engine named it once. On ten prompts written the way its actual buyers ask, every one of sixteen answers did. Visibility is not a property of a company. It is a property of a company and a question, and the generic question is the one nobody in a program office types.

Free visibility check · Prompt-design audit · 2026
Our standard
We make true things visible. We never make false things plausible.
Everything we touch is public-source. No CUI, no export-controlled data, ever. NOT LOBBYING · NO COVERED-OFFICIAL CONTACTS · ACCURACY FIRST, EVEN WHEN THE ERROR FLATTERS OUR CLIENT
FAQ

Questions defense leaders ask us.

How is AEO different from SEO, and why now?
SEO fought for a click on a blue link. AEO fights for a citation inside the AI's synthesized answer. Defense mostly skipped SEO because everyone already knew the five primes and their suppliers. That world is gone. Thousands of new vendors, alternative acquisition pathways, and decision-makers who start their research in a chat window. The model's answer is the first impression, formed before your team enters the room.
Who actually reads AI answers about my company?
Congressional staff summarizing legislation and preparing hearing materials. Program-office analysts triaging vendor rosters they cannot track by hand. Investors running diligence. Journalists backgrounding a story. Most House and Senate offices now pay for AI tools, and fewer people are making more consequential decisions, faster.
Is this lobbying? Do we need to disclose anything?
No. Our work is measurement, publishing, and technical optimization of public information. We make no contacts with covered officials on your behalf, so no Lobbying Disclosure Act registration is triggered. We complement your government-affairs function. Our job is to make sure the room already knows who you are before your team walks in.
We're conservative about what we publish. How do you handle sensitive programs?
Everything we touch is public-source. No CUI, no ITAR-controlled technical data, no classified material, ever. Most of our highest-impact work is unglamorous and safe: making sure engines can resolve your legal entities, structuring what you have already announced so machines can read it, and correcting false public information. You approve every word before it ships.
How fast will we see results?
Entity and technical fixes can change branded-query answers within weeks, because grounded engines re-retrieve your site continuously. Discovery share, showing up when nobody typed your name, builds over one to three quarters as citation-worthy coverage accumulates. That is why the program is measured quarterly. You see the movement, or you see exactly why not.
What does measurement actually look like?
Dozens of queries across six buckets, run on ChatGPT, Claude, and Gemini with web search on. Each answer is scored for whether you were named, where the name appears, the sentiment, and the sources cited. Share of Answer is the share of scored discovery answers that name you. It is not weighted by where the name appears. Discovery and branded queries are scored separately, because blending them hides exactly the weakness you are paying us to find.
Private beta · Limited spots

Find out what the machine says when it goes looking for you.

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.

Coverage of this topic

Reporting on Congress and AI tools. These articles are not about Archimedes.