two halves, one system
Most firms stop at visibility — get you ranking, get you cited, declare victory. Then the leads come in and half of them are tirekickers, and the owner's week is gone.
We build both halves. Visibility gets you more leads. Ops gets you better ones. The system isn't done until the leads reaching you are worth picking up the phone for.
The visibility half
Make AI systems understand your business across Google, Search, and the answer engines — so your name shows up when buyers ask, instead of a competitor's. More leads, from where buyers actually look now.
The ops half
Put a qualification layer in front of the inbound — filter price shoppers, ghosters, and dead-end quotes before they reach the owner. So the leads that get through are the ones actually ready to buy.
the method: see, map, model, script, ship, verify
We don't guess. We run the same six-step loop on the visibility half, and the ops half runs on the same evidence — what your real buyers actually ask, and what tirekickers look like.
- 1
1. See
We ask AI systems how they currently understand you — branded, unbranded, comparison, pricing, and buyer-intent prompts. We find where you're invisible, where you're wrong, and where a competitor gets named instead.
- 2
2. Map
We trace why — the pages, data, citations, and third-party sources the AI is actually reading. We find the gap between your real business and the profile the machines built from scraps.
- 3
3. Model
We build the structured profile of your business — services, who it's for, where, how you're different, what's true, what to do next — as a connected system of facts instead of a pile of pages.
- 4
4. Script
We engineer the narrative so it survives retrieval: what you are and aren't, who you serve and don't, how you compare, what terms you own. Stop letting machines improvise your positioning from review-site leftovers.
- 5
5. Ship
Your team publishes the content patches, structured data, and supporting pages. We verify the deployment. The profile evolves with the business — versioned, tested, not set-and-forget.
- 6
6. Verify
We test again. Did the AI stop confusing you? Stop quoting stale pricing? Recommend you under the right buyer intent? If the answer still breaks, we find out why — output, not aura.
the ops half, on the same evidence
The visibility work tells us exactly who your real buyers are and what they ask. We use that same evidence to build the qualification layer — the questions, routing, and filters that separate buyers from tirekickers before they reach you.
Price shoppers get a clear answer and a graceful exit. Ghosters get a shorter path. Real buyers get a faster one. Your team stops spending the week being nice to people who were never going to pay — and gets back to the ones who will.
why basic schema fails
Most schema is decoration. A plugin spits out Organization schema, someone adds FAQPage, the page validates, everyone celebrates — and AI still gets the business wrong.
Validation isn't understanding. Schema is hygiene — the floor, not the win. The structured profile underneath is the actual work. That's what we build.
the Sandbox: is this working before we ship it?
The Sandbox is our retrieval and testing environment. We ask it a question and it tells us whether the answer is direct or inferred, points to the chunks used, flags contradictions, shows gaps. We test how the profile behaves before external AI systems get to mangle it in public.
We don't publish and hope. We test.
why an engineering firm wins here
A marketing agency asks: "What content should we write?" An engineering firm asks: "What system does AI need in order to understand this business correctly?"
That second question is the whole game. AI search is a retrieval, entity, and trust problem — and now a leads-and-ops problem. You need people who understand how systems parse information, how retrieval fails, how to test whether the answer changed, and how to put a qualification layer in front of the inbound. That's why Kodec exists as an engineering firm, not a content shop.
what success looks like
Success isn't "we added schema." Success is: AI names you when a buyer asks. The leads that reach you are worth the call. And the tirekickers stopped eating your week.
The visibility half puts you in front of more buyers. The ops half makes sure the ones who reach you are the ones who buy. That's the system. That's the win.