Platform
Commerce GraphKeep services, offers, rules, and sources in one approved place.Agent GatewayPublish the facts AI and partner systems are allowed to read.Action RegistryMap each offer to the right booking, quote, call, WhatsApp, or checkout path.Answer QACatch wrong facts and broken customer paths before they cost demand.Protocol CompatibilityCheck readiness for ACP, UCP, MCP, A2A, AP2, and agent UI flows.ACP ReadinessCheck seller facts, prices, rules, offers, and next steps.
Resources
Solutions overviewStart with the client problem, then see the Akii page built for it.DocsRead practical guides for Commerce Graph, Agent Gateway, and readiness.BlogPractical notes on client data, buyer paths, and AI. No prophecy required.FAQStraight answers for buyers, teams, agencies, and partners.ResearchNotes on agent commerce, action paths, checks, and sources.
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Platform

Commerce GraphKeep services, offers, rules, and sources in one approved place.Agent GatewayPublish the facts AI and partner systems are allowed to read.Action RegistryMap each offer to the right booking, quote, call, WhatsApp, or checkout path.Answer QACatch wrong facts and broken customer paths before they cost demand.Protocol CompatibilityCheck readiness for ACP, UCP, MCP, A2A, AP2, and agent UI flows.ACP ReadinessCheck seller facts, prices, rules, offers, and next steps.

Resources

Solutions overviewStart with the client problem, then see the Akii page built for it.DocsRead practical guides for Commerce Graph, Agent Gateway, and readiness.BlogPractical notes on client data, buyer paths, and AI. No prophecy required.FAQStraight answers for buyers, teams, agencies, and partners.ResearchNotes on agent commerce, action paths, checks, and sources.

Company

AboutSee what Akii is building, why it exists, and who is behind it.ContactTell Akii what you are trying to fix.

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Blog

Useful notes on making client facts make sense to AI.

No breathless forecasts. Just practical notes on clean client facts, buyer paths, and what AI gets wrong.

17

Articles in the archive

Graph + QA

Current product focus

RSS

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Article archive

Browse Akii writing on client facts, Commerce Graphs, buyer paths, and Answer QA.

Why AI Models Forget Your Brand (and How to Prevent It)

Akii turns scattered client details into one approved Commerce Graph. AI systems can read the facts, and Answer QA can catch what they get wrong. AI has enough to guess at already.

Platform

Commerce Graph
Agent Gateway
Action Registry
Protocol Compatibility
ACP Readiness
Answer QA

Solutions

Solutions overview

Resources

Docs

A practical look at why AI answers drift, which sources reinforce a brand, and how repeated facts help models stay current.

Josef Holm

8m

about 1 month

Google IO 2026 Broke the Marketing Funnel

Google IO 2026 Broke the Marketing Funnel

Google I/O 2026 changed how discovery and checkout may meet. Here is what the announcements mean, without the launch-event fog.

AI Search Tracker: What It Is and Why Every Brand Will Need One

Manual spot checks miss changes across models and time. This article explains what useful AI answer tracking should measure.

The Next Era of Marketing: AI-Influenced Market Perception

The Next Era of Marketing: AI-Influenced Market Perception

AI systems now shape how buyers describe and compare brands. Here is the operating model marketing teams need to notice.

When AI Recommends Your Competitor Instead of You

When AI Recommends Your Competitor Instead of You

A competitor can appear first even when its product is not better. The difference is often clearer facts, stronger sources, and repetition.

The AI Brand Risk Most Companies Don’t Know They Have

AI can describe a brand inaccurately while sounding certain. This article explains narrative drift and the signals behind it.

From Monitoring to Action: Turning AI Visibility Signals Into Prioritized Fixes

From Monitoring to Action: Turning AI Visibility Signals Into Prioritized Fixes

Monitoring is only useful when it produces a queue someone can act on. Here is a practical way to sort the signal from the noise.

The AI Perception Gap

The AI Perception Gap: When AI Sees You Differently Than Your Customers Do

Customers may know your brand one way while AI describes it another. This article shows how that gap forms and why it matters.

How AI Systems Actually Construct Your Brand Narrative

AI answers compress sources into a short story about a brand. Here is how retrieval, framing, and stale facts shape that story.

The Death of Rank Tracking

The Death of Rank Tracking: Why AI Requires Time-Aware Monitoring

A single position no longer explains AI discovery. This article covers time-aware checks, replay, and why one snapshot misleads.

The Multi Engine Visibility Gap

The Multi-Engine Visibility Gap: Why Your Brand Looks Strong in One AI System - and Invisible in Another

Brands can look strong in one AI system and absent in another. Different data, retrieval, and risk rules explain the split.

The End of Search Results

The End of Search Results: How AI Overviews and Agents Decide What We See

AI answers and agents replace a neat results page with a smaller set of choices. Here is how that changes discovery.

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The archive includes earlier Akii research. The platform pages describe what Akii offers now.

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