Buyer Email Priority Classifier

Paste a buyer's email and an AI model in your browser rates priority from financing and timing signals and lists reply points.

Free, private.

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Interactive Tool

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How Buyer Email Priority Classifier works

Press Load model once: your browser downloads Gemma 4 E2B instruction-tuned (web build) (2.0 GB) from this site and keeps it in its cache. Then add your text and press Classify locally. The model runs on this device using your graphics card, so nothing you enter is sent to a server. Until the model is loaded, or if your device cannot run it, the tool falls back to a simple keyword check and labels the result as the fallback.

Gemma 4 E2B instruction-tuned (web build) is a small open language model from Google. The tool sends it the instruction below plus your text, asks for a JSON answer with fixed fields, and shows each field as a card. It runs at temperature 0, so the same input gives the same answer on the same device, though different graphics cards can word it slightly differently.

Inputs longer than 6,000 characters are cut to that length before they reach the model, and the result says so. The model only sees what you paste: it does not look anything up.

The instruction the model gets

You help a real estate agent triage an email from a home buyer. Judge how ready and how urgent the buyer is from what the email says: financing (preapproval, cash, lender letter), timing (tour dates, lease ending, relocation), a clear budget and must-haves, and requests that need a reply today. Priority is High when the buyer is financed and wants to act or tour soon, Medium when they are serious but early, and Low when they are only browsing or vague. Do not give financial or legal advice, and do not judge the buyer by anything other than readiness and timing. Do not do any arithmetic: copy prices, dates, ages and amounts exactly as written, and never compute totals, differences or percentages.

What it returns

  • Priority: High, Medium or Low, then a few words on why.
  • Readiness signals: Financing, timing and decision signals from the email, as written.
  • What they want: Budget, area, size, features and deal-breakers exactly as written.
  • Points to answer in your reply: Questions or requests in the email that need an answer, plus anything missing you should ask about.

Worked example

The model's output for the built-in sample, recorded on a desktop browser. Your run may word things slightly differently.

Buyer email: We can tour Saturday, preapproval attached, budget up to $740k, need school district A, and would like to offer fast if roof is newer.
Priority
High, ready to act
Readiness signals
Financing: preapproval attached Timing: can tour Saturday Budget: up to $740k Must-have: school district A Deal-breaker: roof is newer
What they want
Budget up to $740k School district A Roof is newer
Points to answer in your reply
Confirm availability for Saturday tour Ask for details on the preapproval document Inquire about the specific roof condition

The model

The files are served from this site, versioned so a cached copy is never stale. Nothing is fetched from a third party while you use the tool.

ModelDownloadRuns onLicence
Gemma 4 E2B instruction-tuned (web build)2.0 GBGraphics card (WebGPU)Apache-2.0

Limitations

  • Small language models make mistakes: they can miss an item, merge two, or state something more confidently than the text supports. Check the result against your input before you rely on it.
  • It needs WebGPU and about 8 GB of memory, so it is offered on desktops and laptops, not on phones and tablets. Devices that cannot run it get the keyword fallback, clearly labelled.
  • Results describe the input you gave, not the real-world situation behind it. Review them yourself before acting.
  • This is not financial, tax or legal advice. Confirm anything important against your own records and with a qualified professional.

Frequently Asked Questions

Common questions about the Buyer Email Priority Classifier

No. The model files download from this site once, and then everything runs in your browser tab. The text you enter is never sent to a server, and closing the tab discards it.

Sources & References

Mortgages and home-buying

Consumer guidance on mortgages, closing costs, and home financing.