Winning Agentic Commerce

Agentic commerce is the frontier. Your position is decided in answers you don’t see.

Right now an AI is naming products in your category, comparing them, closing the sale. Gyromesh gives the engines every reason to choose yours — and holds that position as engines, catalogs, and consumers keep moving.

Get Visibility Report How the platform works
Market intelligence

Conversational discovery is already outperforming legacy search.

−25%
Search volume drop
Traditional search forecast to fall as buying moves to AI chatbots and agents by 2026.
Gartner · 2024
+393%
AI referral growth
Year-over-year surge in AI-driven US retail referral traffic, Q1 2026.
Adobe Digital Insights
42%
Higher conversion
AI-referred consumers convert at higher rates than every other channel.
Adobe · via TechCrunch
$1T
Agentic-commerce volume
Projected US agentic-commerce revenue by 2030.
McKinsey & Company

90% of B2B purchases will run through AI agents by 2028.

Gartner
The architectural gap

Your pages were built for human eyes. Your next consumer is a machine.

An AI agent bypasses visual design. It needs an agent-native data layer — precise entity schemas, real-time inventory, deterministic pricing — and it synthesizes facts from many sources, not one page.

The hallucination penalty

When your data is unstructured, engines fill the gap with competitor specs or a forum thread — and present the guess as fact.

The zero-click blindspot

When an assistant omits your brand, no click is made and no analytics event fires. The sale is lost, and nothing in your dashboard records it.

Human frontend
  • Hero banners & layouts
  • Prose copywriting
  • Review sliders
  • Web checkout flows
Agent-native layer
  • JSON-LD entity graph
  • Real-time inventory feeds
  • Verifiable fact schemas
  • In-chat checkout endpoints
The baseline test. Most brands have never checked how conversational engines represent them. Our audit benchmarks your catalog across ChatGPT, Gemini, Claude, and Grok on day one.
Why this never settles

Three things decide your AI visibility. None of them holds still.

01 — ENGINE CHURN

The engines keep moving

Models retrain continuously, altering retrieval weights and rankings without changelogs.

02 — CATALOG CHURN

Your business keeps moving

SKUs, stock, and prices never stand still — while competitors tune their catalogs for AI discovery.

03 — INTENT CHURN

Consumers keep moving

How consumers phrase searches, and the contexts they buy in, keep evolving every quarter.

Absolute stability in a moving world.

A gyroscope doesn’t fight motion — it holds its heading inside it. Gyromesh continuously absorbs the churn of agentic commerce, so you build great products while your winning position stays put.

The Visibility Report

A defensible number for where you stand.

Real consumer questions, put to the engines your market uses. Every answer recorded verbatim. Your share of voice, scored — engine by engine, against the rivals you name.

01 · Visibility summary

Your score, weighted and defensible

One composite for the invisible channel — and every layer beneath it, so the number survives scrutiny in your own boardroom.

Score & weights
The number, and exactly how it is weighted.
Presence by engine
Where you appear, and where you are absent.
Representation quality
When engines name you, how well they tell your story.
Citation landscape
The sites engines trust about your category — are you one of them?
Report exhibit: AI visibility score dial with weighted sub-scores, presence by engine, and representation quality
From a real report — client data masked
02 · Competitor benchmarking

Where you stand against named rivals

Benchmarked against the rivals you name — not a generic industry list.

Share of voice
Your slice of the answers versus each rival — named, cited, recommended.
Share of model
How firmly you sit in each engine’s memory of your category — before anyone asks.
Competitor landscape
Who keeps appearing in your answers — including brands you didn’t expect.
Top recommendation gap
The single gap costing you the most recommendations — close this first.
Report exhibit: share-of-voice table against rival brands, share of model, and the competitor landscape
From a real report — client data masked
03 · Prompt set

The exact questions — and any you want to add

Questions in your consumers’ words. Answers kept verbatim — the receipts behind every number.

The question set
Every question, in your consumers’ words. Add your own; the next report answers it.
Grouped by intent
Rolled up by buying intent — see where you win, and where you’re absent.
Observed responses
Every engine’s answer, word for word — exactly as it reached your consumer.
Report exhibit: facet rollup of consumer questions, the prompt table, and verbatim engine answers
From a real report — client data masked
04 · Infrastructure & fact check

Can machines read you — and is it true

The plumbing check most reports skip: whether engines and agents can reach you at all, and whether what they repeat is accurate.

Machine-readability
Can engines actually parse your product pages? Flagged when they can’t.
Agent infrastructure
Could a buying agent reach you live today? Checked, pass by pass.
Fact check
The claims engines repeat about you, checked against your own record.
Identity confusion
Where engines mix up your products — with each other, or someone else’s.
Report exhibit: machine-readability alert, agent infrastructure checks, fact check of engine claims, and entity-disambiguation risk
From a real report — client data masked
05 · Prioritised recommendations

What to fix, in order

The report ends where the work begins — the page the next cycle acts on. A starting line, not a verdict.

Prioritised actions
Ranked by what raises your score most — the biggest moves first.
Traceable to evidence
No black box: each gap points back to the recorded answer that proves it.
Report exhibit: the top prioritised recommendations, each verified by re-crawl
From a real report — client data masked
AI visibility score 58 ▲ +46 over 5 months

Representative arc. A tracker reports the number; Gyromesh moves it.

The maturity model

From machine-invisible to agent-native commerce.

A continuous, compounding lifecycle: measure, enrich, distribute, transact, attribute — then measure again. It starts and ends with a number.

01

Measure

AI visibility & competitive intelligence: citation gaps, share of voice, share of model — with a prioritized action plan.

02

Enrich & structure

An agent-native knowledge layer: verified ground truth and unambiguous product facts engines trust.

03 Soon

Distribute

Multi-engine syndication — your data adapted to the exact retrieval requirements of each answer engine.

04 Soon

Transact

Agentic-commerce infrastructure: machine-readable protocols, live inventory endpoints, headless checkout.

05

Scale & attribute

The ROI engine: track which interventions drive results, prove marketing ROI, feed it all back into step 01.

↻ the loop repeats — every cycle
About us

Built for the moment buying became a conversation.

Gyromesh exists to make products readable to the AI engines that answer — and increasingly buy — on behalf of consumers.

Agentic commerce is the frontier, and it never holds still: engines retrain, catalogs grow, and consumers change their questions. We measure how AI sees your products, raise your share of voice, and prove the move — cycle after cycle. We’re onboarding early partners now.

How we operate

Our Guiding Discipline

Measured, Never Claimed

Visibility is an exact numerical score derived from verifiable evidence, citation gaps, and live model queries.

Deterministic Truth

Fix a product fact once, at the source, and every engine inherits the same answer — one canonical record is what stops three assistants telling three different stories about you.

Engine-Native Execution

Transform canonical product data into the precise schemas, protocol feeds, and agent checkout endpoints AI assistants require.

Compounding Growth

Every cycle delivers measurable improvements — moving from visibility benchmarking to direct attribution as the channel matures.

Start here

What are answer engines telling consumers about you?

Tell us your category, your market, and the rivals you care about. We take the first read across the engines your market uses — and show you where you stand. An email is enough.

Get Visibility Report
Free baseline audit · No forms · No code required