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How GNX writes

No guessing.
Every line is a fact or a question.

The fastest way to lose a buyer is a confident sentence about a problem they do not have. GNX tells the AI exactly what it knows, what it does not, and refuses to write when the basics are missing.

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Lead readiness
7 of 10 optional facts
  • Required facts4 of 4
  • Estimated revenueMissing, not guessed
  • Headcount growthMissing, not guessed
  • Funding stageMissing, not guessed
Why it matters

Buyers are already wary of AI.

51%

of B2B buyers say they are more likely to meet misleading information from GenAI than from a sales rep.

Gartner, 645 buyers, 2025
69%

of B2B buyers turn to sales reps to check what AI tools told them.

Gartner, 645 buyers, 2025
88%

of people say they ignore marketing emails they suspect were written by AI.

Exclaimer, 1,000 consumers, 2024
The rule

Three kinds of information, three treatments.

Known: used as fact

A verified job title or a reported headcount. The email can state it plainly.

Guessed: asked, never claimed

"Pipeline might be a challenge" becomes a question to the reader, not a statement about them.

Missing: left out

If a fact is not there, it is not mentioned. If a required fact is missing, no email is written.

Readiness

Every lead gets an ingredient list, not a score.

"7 of 10 ready" tells you what to fix. "68%" does not.

Required: 4 facts

All four or nothing gets written.

  • Person name
  • Job title
  • Company name
  • Work email
Scored only after enrichment finishes, so a lead is never judged while its facts are still arriving.

Optional: 10 facts

Each one present is a fact the email is allowed to use.

  • Industry
  • Company size
  • What the company does
  • Location
  • Seniority
  • Department
  • Technologies used
  • Estimated revenue
  • Headcount growth
  • Funding stage
Checked before saving

Eight checks on every draft.

A draft that fails any of these is never saved, so it can never be sent, whether you approve by hand or use autopilot.

wrong_recipient_nameWrong recipientThe greeting names someone other than the lead.
unresolved_placeholderUnfilled placeholdersTemplate variables that never got filled in.
markdown_or_htmlLeaked formattingMarkdown or HTML in a plain-text email.
wrong_stepWrong sequence stepFollow-up text saved as the first email.
duplicate_contentDuplicate contentThe same text repeated across steps.
empty_subjectEmpty subjectNo subject line at all.
empty_bodyEmpty bodyNothing in the message.
subject_too_longSubject too longA subject line that would be cut off.
Under the hood

How the guardrails work.

The model is told what is missing

Instead of a vague warning not to make things up, the AI gets a concrete list: no funding stage, no headcount, no technologies.

Facts and guesses are labelled apart

A reported headcount is a fact. A suspected challenge is a hypothesis, and hypotheses only ever become questions.

Every email is traceable

The facts behind each email are saved as a fixed, fingerprinted snapshot, so you can see exactly what it was written from.

What this means for you

  • Some leads get no email. That is the system working: a lead without a verified email, title or company is skipped and shown with the reason.
  • Emails can be less flashy. A true, simple line beats a clever one that is wrong.
  • Thin data means a more general email. Enrich a lead or pick a better segment and the writing gets sharper.
Questions

Accuracy questions

More in the full FAQ, or ask us.

Can the AI still make mistakes?

Yes, AI can be wrong, which is why every draft waits for your review by default. The guardrails cut the most damaging errors: invented facts, wrong names and broken templates.

Why did some of my leads get no email?

Because a required fact was missing: the person's name, job title, company or a verified work email. The lead stays visible with the reason, so you can fix it or move on.

Where does the information about each lead come from?

From the lead database and enrichment, plus any details you upload or add. The agent only uses what came back, and says nothing about what did not.

Does autopilot skip these checks?

No. Autopilot changes who approves an email, never whether it was checked. Every draft passes the same eight checks either way.

What does the AI caller do when it does not know something?

It stays general and truthful, and refuses to invent customers, prices or results. That exact situation is one of the ten pre-launch test scenarios.

Keep exploring

The AgentEverything the platform does, in one place
AI CallsHow the AI caller works and stays honest
PricingPlans from $59 a month

True beats clever.
Every single time.

See the guardrails in action on your own leads. Plans from $59 a month.

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The AI sales agent that finds buyers, emails and calls them, and books the meeting.

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