AI agents are your new customers.
Agents research products and may act on a buyer's behalf. We help them find reliable information and use the tools your systems make available.
Agents need information
they can use.
An agent helping a buyer needs answers to practical questions: does this product fit, is it available, and what can I do next?
Your configurators, pricing logic and compatibility rules hold information a buyer needs. We check whether an agent can retrieve current answers and use the relevant actions, with access controls and a clear route back to a person.
Three doors to open.
Discovery, reliable evidence and permission to act each solve a different part of the journey. We test where an agent succeeds and where the buyer needs to take over. The activity logs below are illustrative.
Discover
Make your product and service information easy to find and understand in search and AI answers. We improve crawlability, clear explanations and source evidence so your content can be considered and cited.
We check visibility in ChatGPT, Perplexity, Claude and Gemini.
Trust
An agent comparing options needs clear specifications, current information and evidence it can check. We make those details easier to verify, while keeping product claims tied to their sources.
We build the evidence layer on your domain.
Act
An agent may use a browser, an exposed tool or an API. We test the actions your customer needs, then connect the right route with permissions, clear inputs and a human handoff where needed.
Reuse existing systems where access and integration allow.
Agent Surface: Commerce
Agent Surface: Talent
Agent Surface: Service
Unified Agent Surface
How agents read your brand.
Your brand's machine-readable surface — structured for agents, rendered for humans. Reference Pages anchor your domain expertise as hubs. Answer Pages surround them with discoverable content agents cite, verify, and act through.
Five agent types scanning your brand from different angles — the same way real AI agents do. We test what agents actually see, where you appear, where you don't. The Agent Readiness Score and the DAX 40 Index both run on this fleet.
The more you invest, the wider your surface, the harder you are to displace.
Same backend.
New front door.
A buyer uses the interface to find information, compare options and request a quote.
An illustrative API route. Each action needs supported access, current data and the appropriate permission.
Start with existing systems. Add access where it supports an authorized customer task; test the integration before relying on it.
Voices
MING Labs didn't just build a product finder — they changed how our customers discover filtration solutions. The AI handles 3,000 SKUs with a confidence our sales team trusts.
We built the backends.
Now we open them.
15 years of digital transformation for industrial enterprises. We built the systems that now need a new front door. UX made them usable for people. We now make them usable for machines.
We didn't just consult on agent readiness — we built the platform. Hyperize makes brands visible to agents and usable by agents: Answer Pages on your domain, a five-agent fleet that tests what agents actually see, and the Agent Readiness Score that measures all of it. A MING Labs venture. A running product.
hyperize.ai
From score to production
in four steps.
Score
We test what AI sees when it searches for your category. Where you appear. Where you don't. What agents can actually do on your site today.
Agent Readiness Snapshot (free, 48h) or Full Report (detailed, all three doors).
Strategize
Where is your biggest lever? Which doors open first? We map your existing digital infrastructure, identify the highest-impact tools and content, and build a prioritised roadmap.
Agent Experience Blueprint with implementation roadmap.
Build
We connect agents to your existing tools and data where the systems support it. The implementation defines what each action needs, who can authorize it, and how errors or review requests reach a person.
Production-ready Agent Experience Layer. Typically 90 days.
Operate
How are agents finding you? Which tools are they using? Where are new opportunities? We track, expand, and keep you ahead as the landscape evolves.
Monthly performance reports, ongoing optimisation, quarterly reassessment.
Questions we hear most.
Are agents actually buying things today?
Supported shopping and checkout flows already exist. As of 5 October 2026, Shopify documents agent-managed carts and checkout, including buyer handoffs and confirmation. Google's UCP checkout is in early access for selected merchants and products sold in the US. Availability depends on the platform, merchant and flow; these capabilities do not establish how widespread autonomous buying is. Sources: Shopify checkout documentation ; Google merchant eligibility .
We've invested heavily in our website and brand. Is that wasted?
No. A clear website and reliable product information still matter. Some agents work through a browser; other flows use feeds, tools or APIs. We identify which route supports your customers' tasks and where the existing experience needs additional access.
How long does this take?
Agent Readiness Score: 48 hours. Strategy: a few weeks. Production-ready Agent Experience Layer: typically 90 days. You see results at each step.
What if the agent landscape changes?
It will. That's why we build on open protocols and structure your content to be platform-agnostic. The Operate phase exists for continuous monitoring as the landscape shifts.
Why MING Labs and not a funded startup?
This isn't a software problem — it's a transformation problem. Startups build tools. We go into your organization and build bespoke solutions on your existing infrastructure. 15 years, 50+ enterprises.
Agents don't just show up as customers. They show up as colleagues too. Hybrid Organisation
Start with what agents
see today.
Agent Readiness Score — by Hyperize, a MING Labs venture.
We test what AI says about you, where your tools are invisible, and where the door is already open.
Matthias or Sebastian respond personally. No sales team. No BDR.
Request
Free. ~2 min form.
Snapshot
Your score in 48 hours.
Full Report
Detailed analysis across all three doors.
We test what AI says about you. Then we open the doors agents can already walk through.
The agents are already here. Make sure they find the door.