AI MARKETING & DISCOVERY

Your competitor is already being recommended in conversations you’ll never see.

Most brands have no idea what AI search tools tell their buyers before a single call is made or a dealer is visited – we find out, and fix it.

We test how AI systems answer your buyers’ real questions using PILOT, score your brand’s share of recommendation, and build what’s missing so they recommend you instead.

AI Marketing and Discovery - Sancoale Technologies

Generative Engine Optimization (GEO) · Answer Engine Optimization (AEO) · Built on PILOT · UK, US and India

WHO GETS RECOMMENDED

The problem isn’t your product. It’s who gets recommended.

A buyer researching air conditioners for a new office asks an AI assistant which brands to consider. It names three, confidently, citing energy efficiency and service network. Yours isn’t one of them – not because it’s worse, but because the system found no usable evidence to place it there.

This happens because AI systems don’t read your brochure or your best case study. They synthesise from whatever public content already carries structured, specific, third-party-corroborated evidence. If that evidence doesn’t exist in a form the system can use, the brand is invisible – however strong the product actually is.

SEO agencies optimise for rankings a human scrolls past. AI tool vendors sell dashboards that show mentions without explaining why they happen – or fixing them. Neither closes the gap before the sale even starts.

THE COST OF STAYING INVISIBLE

What invisibility is already costing you

50%+

Of buyer research already happens inside AI-generated answers, not search results

3–4

Brands typically reach the shortlist before a single call is made

Zero

Visibility most companies have into their own AI presence

A competitor with cleaner evidence is already winning this conversation.

While you’re deciding whether this matters, that competitor is already being recommended in your place – in conversations you’ll never see, to buyers you’ll never know you lost.

PROVEN IN THE FIELD

We’ve measured this – and fixed it.

LARGE MANUFACTURER

6 Weeks

From evidence gap to published fix

Large Manufacturer

A large manufacturer asked us to test how AI systems described their brand across common buyer questions. Asked broadly, the results were reassuring – the brand was described accurately, in language matching decades of built equity. Asked a sharper, more specific buyer question, the same brand disappeared from the shortlist entirely, despite having the evidence to justify inclusion. We identified the exact evidence gap, wrote and published the missing content directly, and reran the same buyer questions six weeks later. The brand now appears consistently across every platform tested.

REGULATED-SECTOR CLIENT

Zero

Misattributions after the fix, retested

Regulated Sector

A separate engagement for a regulated-sector client uncovered something more concerning than absence: the brand was being mentioned in AI answers, but with a competitor’s specific technical advantage attached to it by mistake – confident and wrong, the riskiest state a brand can be in. We traced the error to a single ambiguous product page, rewrote and published a precise, structured correction ourselves, and reran the same buyer questions on a fixed schedule. Within weeks, the misattribution had stopped appearing across every platform tested.

THE METHOD

Not every buyer question is worth owning

We select which buyer questions are worth owning using PILOT – Persona, Intent, Location, Occasion, Timing. Same framework, every client.

Read the full breakdown of PILOT →

NO BASELINE YET

PILOT Diagnostic

Where are you winning, losing, or being misrepresented, and why? A fixed set of real buyer questions, tested repeatedly across every AI platform, scored against a defined ladder – mentioned, evidenced, recommended, misrepresented. The starting point if you don’t yet know whether this is a 2% problem or a 20% one.

BASELINE EXISTS

PILOT Intelligence

Which buyer questions actually matter commercially? What evidence do they need? Where specifically are the gaps? We go one layer deeper – Search Console, CRM enquiries, dealer and call-centre language – to find out which decisions are worth owning, and hand you a prioritised list.

PRIORITIES KNOWN — FULL SCOPE

PILOT Advisory

We measure, advise, and build and publish the priority evidence ourselves: diagnose the gap, listen to how buyers actually ask, write and structure the corrected content, then retest on a fixed schedule. Full scope, start to finish – not a report handed back to your team.

Lalit Saraswat leads every PILOT engagement personally, at whichever stage you start. Not a black-box algorithm. Not a junior team running prompts without you in the room.

Ready to find out what AI is telling your buyers?

Start with a free PILOT check – about 15 minutes, no charge. You keep the results whether you hire Sancoale or not.

LIMITED CAPACITY

We take on a limited number of PILOT Advisory engagements each quarter.

PILOT Diagnostic and Intelligence run on a defined, repeatable process and can scale further. PILOT Advisory is different – we’re building and publishing the evidence ourselves, which requires Lalit’s direct involvement at every stage. Above a handful running in parallel, that attention isn’t there.

We’re currently running engagements across the UK, US, and India – consumer durables, B2B capital goods, and regulated sectors. If you want to know whether an Advisory slot is available this quarter, the fastest way is a short email.

AI MARKETING & DISCOVERY

Frequently asked questions

Yes, and it’s exactly why a single test is worthless as evidence either way. These systems are stochastic – the same question, asked twice, can surface different sources and even different conclusions. That’s not something you fix by asking again; it’s why real measurement means repeated, controlled testing on a fixed schedule, not a one-off prompt. What you’re seeing isn’t necessarily good or bad news about your brand. It’s a sign you need an actual baseline – which is exactly what PILOT Diagnostic is for.

You may know this discipline as GEO (Generative Engine Optimization) or AEO (Answer Engine Optimization) – the underlying skill isn’t new, but the object being optimised for is. SEO is built to help a human compare ten blue links. GEO/AEO is built for a system that synthesises the answer before the human ever sees any options. Same discipline, different terminal output – and unlike a generic SEO retainer, we don’t hand you a to-do list. We build the fix ourselves.

The underlying variables aren’t new, and we won’t pretend they are – who, why, where, when, what situation is segmentation logic marketers have used for decades. What’s different is the object being optimised for. STP was built to guide media buying and creative targeting for a human audience making their own comparison. PILOT applies the same discipline to structuring evidence for a machine that synthesises the answer before the human ever sees ten options. Same DNA, different terminal output.

PILOT Diagnostic typically runs four to six weeks. PILOT Advisory extends to six to eight weeks from kickoff to the first published fixes. Findings that show a brand being dangerously misrepresented surface early and get acted on immediately, not held for a final report. After that, we retest on a fixed schedule so you see whether the fix actually moved the needle – not just whether the report reads well.

It depends which of the three starting points fits – Diagnostic, Intelligence, or Advisory – and how many buyer journeys and platforms are involved, so we won’t invent a number here that wouldn’t hold up in a real proposal. What we can tell you: each is a fixed-scope engagement, not an open-ended retainer, priced on the specific work involved. Diagnostic is the lower-commitment entry point if you’re not sure yet. The first conversation, and the PILOT check itself, are free.

Established brands with genuine category authority to defend, in considered-purchase categories – durables, capital goods, healthcare, financial services, and similar – where a buyer researches meaningfully before a call or a dealer visit. That includes mid-market and enterprise brands in the UK, US, and India, and funded startups with a specific, provable AI-visibility problem. It’s not the right fit for early-stage companies still building basic digital presence, or anyone expecting a technical shortcut instead of real evidence work.

Ask us directly. PILOT Diagnostic and Intelligence have more room to run in parallel; PILOT Advisory is capped each quarter because building and publishing the fix ourselves requires real senior time per client. If we have capacity, we’ll tell you immediately. If we don’t, we’ll say so and give you an honest estimate of timing. A short email costs nothing – and the cost of a competitor finding us first is the one thing we can’t tell you the size of yet.