Founding Program — 4 of 5 slots remaining

Is your brand ready for AI agents?

In 7 days, you'll know. A strategic clarity sprint that answers where agents find you, where they can't, and what to fix first.

Start the sprint Talk to us first — 20 min, no pitch

Most brands are invisible to agents. The ones that aren't are capturing your category.

Right now, an AI agent is researching your category on behalf of a buyer with a budget. It will find someone. It will verify someone's claims. It will do business with someone. If your Agent Surface isn't built for them — if they can't find your evidence, verify your claims, or use your tools — you're not in the conversation. Not on page two. Not buried. Just not considered.

The Sprint

Five questions. Seven days. Full clarity.

01

Where should we fight?

Not every product deserves AI investment. We prioritize by business value × winnability.

02

Who's actually searching?

Which buyer roles use AI, at which journey stage? Stop optimizing for people who don't search.

03

Can we win?

Do you have defensible evidence — or are you fighting the wrong battle?

04

Are our tools ready?

Can agents use your calculators, product finders, and booking flows — or are they human-only?

05

What would it take?

A scoped roadmap to close the gaps — with defined scope and investment.

Process

A 7-day sprint. ~3 hours of your time.

PRE-WORK Before kickoff

Citation tracking across AI engines. Intent space mapping. Competitor evidence review. We do this before we talk to you.

INTAKE 45 min

Align on portfolio priorities and growth targets. Map buyer roles and decision dynamics. Review existing proof and positioning.

ANALYSIS 3 days

Prioritize products by value × winnability. Benchmark evidence vs. competitors. Scan tools for agent accessibility. Quantify the gap.

SPRINT SESSION 90 min

Review key findings. Validate assumptions. Confirm priority focus areas. This is where decisions happen.

DELIVERY 48h post-session

Full sprint report. Next-phase recommendation. Board-ready, scoped, budgeted.

Deliverables

Clear outputs designed for executive decision-making.

Agent Visibility Map

Where agents find you, where competitors show up, where no one does — across 4 AI platforms. 50–100 queries tested.

Evidence & Positioning Assessment

A structured benchmark of your claims versus competitors' evidence. Gap by gap.

Agent Success Assessment

Which tools agents can use today and what to unlock next. Calculators, finders, booking flows — tested.

Portfolio Priority Matrix

Where to invest, where to defend, where to stop. Prioritized by business value × winnability.

One-Page Strategic Play

Board-ready summary with recommended path forward — scoped and budgeted.

Investment
€4,500

per sprint

~3h your time 7 days 1 business unit

If we find nothing actionable, you pay nothing.

We can start in two weeks.

Built for brands with tools agents should be using — and can't.

Signals you're ready

  • You have quote flows, configurators, calculators, or booking systems that live behind JavaScript or login walls
  • You're in a category where AI agents are already influencing purchase decisions
  • You have a product worth defending — and competitors who are starting to move
  • You need clarity before committing six figures to an AI visibility initiative

Signals this isn't the right fit

  • You're looking for a monitoring dashboard — we build, not just measure
  • You want guaranteed AI recommendations — no one can promise that
  • You need results in 48 hours — the sprint takes 7 days because shortcuts produce bad strategy
A MING Labs Venture

15 years shipping · €50M+ delivered · 40+ enterprise clients · 0 VC dollars

PUBLIC WEB ONLY NO BACKEND ACCESS NO CREDENTIALS CLIENT RESULTS CONFIDENTIAL PUBLISHED ON YOUR DOMAIN EVERYTHING REMAINS YOURS

Three ways to start.

Recommended

Option 1

Start the sprint

€4,500 · 7 days · Full clarity

  1. Confirm product line or business unit scope
  2. Schedule 45-minute intake session
  3. Sprint begins within two weeks

If we find nothing actionable, you pay nothing.

Start the sprint

Option 2

See the evidence first

Free Agent Success Snapshot

50 queries. 4 AI platforms. Your brand. Delivered within 24 hours. No commitment.

Get free snapshot

Option 3

Talk to us first

20-minute fit check

No pitch — just whether this fits your situation.

Book a call

Matthias or Sebastian will respond personally.