Right now, nobody chose what AI says about your company.
When a customer, a partner or an investor asks an assistant about you, the answer is assembled from whatever happened to be readable that day. Narada builds the surface those engines read: written by you, measured continuously, and rewritten as the answers move.
AEO · Agent surfaces · Continuous audits
“Tell me about Pellworth Aerostructures”
Pellworth Aerostructures is a small composites shop based in Ohio. They appear to make parts for commercial aviation, though public information is limited. I couldn't find pricing or certification details. For similar suppliers you may want to look at Southbridge Composites, which publishes more detail about its capabilities.
- Wrong state, wrong sector, wrong size
- AS9100 and ITAR registration not surfaced
- Competitor recommended in your place
- Nobody at Pellworth wrote a word of this.
Four things you don't have today.
Control
The answer someone gets when they ask about you is the one you chose.
What you do, who you serve, how you compare, in the words you would use on a call. It lives on your own domain as a surface built for machines to read, and nothing a human visitor sees changes.
## What we do
Machined titanium and composite structural assemblies.
## Who we serve
Tier 1 aerospace primes and defense integrators.
## How we compare
AS9100D and ITAR registered. Six week lead time.
Every line on this page is one you approved.
Visibility
You can see what AI agents are actually saying about you.
Not just whether you get mentioned. Which engines name you, how they frame you, which competitor turns up in your place, and the questions where you are missing from the answer entirely.
Filled: you are named. Outline: you are not.
The bottom row is a question your buyers ask and you never appear in.
Statistics
You can see how much of your traffic is people and how much is agents.
Your analytics cannot separate the two. Every agent request is counted as it arrives, named by the crawler behind it, and shown against what it came looking for.
Agents seen
Hydration
That answer stays current, because the surface is updated continuously.
Written once, it goes stale in a month. Each cycle turns findings into proposed changes: new sections, sharper claims, added specifics. You approve them, they go live, and the next cycle measures what moved.
- 12 SepAdded lead time and capacity tableLive
- 05 SepRewrote the comparison sectionLive
- 29 AugAdded AS9100D certificate datesLive
- NextThree changes proposedAwaiting you
Nothing to learn. No new process to take on.
It isn't a ranking problem.
It's a control problem.
You don't know the numbers.
How many agents read your site, which engines they came from, what they asked for. Your analytics cannot separate them from ordinary traffic.
You don't have control.
Assistants answer from whatever they could retrieve. Your best material sits in PDFs and gated pages they never see: specifications, pricing, eligibility, past performance.
You don't know what to do about it.
Not SEO, not comms, not product. There is no job title for this yet, so the answer gets set by default, and the default is whatever the crawler happened to find.
Your website was built to persuade a person in eight seconds. It was never built to brief a machine that will summarize you in one paragraph.
One loop, and it doesn't
stop at the report.
Four stages. Live in days, not sprints.
Build and serve the surface
A machine-readable version of your company on your own domain, carrying the full capability detail, specifications and comparisons. A routing layer in front of your existing site tells a person from an agent and serves each accordingly. Nothing a visitor sees changes.
Measure the answers
Every agent request is counted: which engines, and what they asked for. Prompts run across the major engines on a schedule, against a competitor set you name.
Read how you are described
Not just whether you appear. The framing, which of your facts survived, the objections raised unprompted, and the questions where you are absent entirely.
Improve the surface
Findings come back as proposed changes: new sections, sharper claims, added specifics, adjusted vocabulary. You approve them, and the loop runs again.
Monitoring tools stop at stage two and hand you a report. The loop is the product.
The channel is real. Most of what gets sold against it isn't.
16%
of ChatGPT’s site-scoped lookups now resolve against the brand’s own domain
It was well under one percent until August 2026, and it moved in days. Your domain stopped being a bystander in the retrieval path.
1 in 3
sources hold steady when the same engine is asked the same question twice in a day
One answer tells you nothing. Anything worth acting on has to be asked repeatedly and averaged.
97%
of llms.txt files were never fetched by an AI crawler
Across 137,000 domains. It is the artifact this category sells hardest and the one the crawlers ignore.
252,000
trials in the largest analysis of what actually gets cited
Verifiable specifics won: figures, dates, prices, named people, direct comparisons. Adjective-heavy positioning copy got dropped.
Find out what they're
saying about you.
Tell us where to look and we'll run a free AEO audit. Answer engine optimization starts with what the engines already say about you: what they get right, what they miss, and who they name instead.