One product, two readersValue for people, evidence for agents

Make your products
understood by AI

AI is becoming a new way to discover and evaluate products.
Make your real product value a reason to choose you.

YonarisProduct truth · Illustrative workflowHuman + Agent
9:41
Product information
Does this product support
private deployment?

Start with the product facts

Private deployment is supported.

Capability

Run the product in your own environment.

Conditions

Confirm environment requirements and implementation scope before the project begins.

Illustrative product / Deployment
# product-information-review
Product team 10:24

The website says private deployment is supported. Why is the answer still unclear?

Yonaris AI VISIBILITY

Review the answer alongside the product information:

  • Capability: explicitly stated on the website.
  • Answer: support was not confirmed.
  • Conditions: confirm the environment and scope before starting.
Trace the gap, decide the next step
product-facts.json

{

  "product": "Illustrative product",

  "deployment": {

    "private": true,

    "environment": "Confirm before start",

    "scope": "Confirm before start"

  },

  "source": "Product information"

}

Same facts, structured for agents
FactsEvidenceUnderstanding
Product TruthIllustrative example
A buyer asks

Does this product support private deployment?

Explicit on the product page

Private deployment is supported

Confirm deployment environment requirements and implementation scope before the project begins.

Source: product information
Yonaris / Product Truth
Product TruthA shared understanding
Product capabilities
Conditions of use
Sources & evidence
Reasons to choose
Product Truth
WHEN A BUYER ASKS

Private deployment?

Bring capabilities, conditions and evidence into the answer.

PRODUCT INFORMATIONAI UNDERSTANDINGCUSTOMER CHOICE

You built the capability
It deserves to be understood

Product factsPublic evidenceAccurate understanding
HUMAN + AGENT

One product
Two ways to understand it

People see value through an experience. Agents need explicit facts, conditions and sources.

Agent The facts
Human The experience

One source. Value and facts stay connected.

Private deployment is an authored example illustrating the two reading experiences.

  1. Group 1 · Capability

    Human page: Your product Your environment Private deployment is supported. Agree on the environment and scope. Then move forward, together.

    Agent fields: capability and conditions, sourced to DEP-01:01.

  2. Group 2 · Conditions

    Human page: Agree on the details Then move forward The capability and the conditions, together. Confirm environment requirements and implementation scope before starting.

    Agent leads with conditions, retains capability, and cites DEP-01:01.

  3. Group 3 · Source

    Human page: A clear answer A source to check Return to the same deployment guide. Keep the original capability statement. Keep its conditions, too.

    Agent source text: Private deployment is supported. Confirm environment requirements and implementation scope before starting. Title: Deployment guide. Record: DEP-01.

Product information · Illustrative
DEP-01 / 01

Deployment guide

Private deployment is supported. Confirm environment requirements and implementation scope before starting.

This passage supports both the product page and the capability and conditions presented to an agent.

Authored demonstration material, not a claim about Yonaris deployment capabilities or customer results.
PRODUCT TRUTH

Give your strengths
a foundation of facts

Connect capabilities, conditions and evidence.
Help your real value be understood.

AI VISIBILITY

See your product
through AI’s eyes

From one buyer question to a grounded next step.

When a buyer asks
how does AI describe you?

Your buyer asks about private deployment. Does AI give a clear answer? See the original response and the capability it overlooked.

The product supports it. The AI answer still sends the buyer back to the vendor.

Continue to the evidence
#deployment-reviewDEP-01
Does this product support private deployment?
AI VisibilityAPP

AI answer · Original wording

The product is available online. For private deployment, contact the vendor to confirm.

A supported capability is still unclear

The conditions need review. The capability itself can be checked against the source.

Deployment optionsProduct Truth · DEP-01
Open the source. Separate capability from conditions.

Every conclusion
Back to its source

What is already supported, and what still needs confirming? Find the source and separate the capability from its conditions.

Separate the supported capability from the conditions to confirm.

See what happens next
Product TruthDEP-01

Does this product support private deployment?

Reviewing product information
Question and answer preserved

Turn a finding
into a concrete edit

A source-backed suggestion. A specific place to use it. Give your team a concrete edit to review.

Turn the missing information into an edit your team can review.

Explore the full analysis
Product source → Suggested edit
Content reviewDEP-01
Content editorTEAM

@Yonaris How should our product page answer this?

Product teamREVIEW

Private deployment is supported. Confirm the environment and scope first.

Suggested editAPP

Yes. Confirm the environment requirements and implementation scope with the team before the project begins.

For team review
01 / 03

The product, answer and suggestion are authored illustrations, not customer results. Content improvements do not guarantee changes in AI answers.

WHY YONARIS

Marketing starts
before your next visit

When a buyer asks AI first, the introduction, comparison and shortlist can happen before they visit your website.

Yonaris starts here: helping companies understand how AI represents them, and building towards a market shared by people and agents.

Meet Yonaris

Understand the shift
Find your next step

Explore all insights
WHEN YOUR NEXT BUYER ASKS

Help your product be understood
in a changing market

Start with AI Visibility. See how your product is understood, and what deserves a clearer explanation.