AI Product
Question Classifier ML - Standalone
Real ML, not GPT wrapper. We train a small BERT/DistilBERT on 500-1000 of your historical questions to route to the right spread/reading-type. Add-on if you have your own widget infra.
AI Edition
Async-only · No calls · Written briefs30 days
Money-back · no questions
Reply in 48h
Human, not bot
Fixed scope
No surprise overruns
Perpetual license
Yours forever
You have 500+ client questions from the last 3 years. They're sitting in a spreadsheet doing nothing. That data is worth something: it's a map of exactly how your clients think about their problems. A real ML classifier trained on your data routes every incoming question to the right reading type — without GPT.
Real machine learning, narrow scope. We train a small DistilBERT classifier on your historical questions (need 500-1000 minimum) to route incoming client questions to the right spread, reading-type, or content category. 5-10 hours training, cheap inference (CPU-only, no GPU bills). Defensible: your classifier on your data, not portable. Pros: real ML differentiates you from GPT-wrapper competitors. Cons: narrow value standalone - best as a component inside a larger reading product (see Reading Engine $1,997). Delivered as: HuggingFace-format model file + Python/JS inference snippet + integration guide. You host on your infra (your domain, your control). 90-day support window for tuning.
500–1000 Q
min data required
2 wks
delivery
What's inside
Today
Every client question gets routed to the same generic spread because your widget has no logic for intent.
In 14 days
"Will my marriage survive?" routes to relationship spread. "Should I quit my job?" routes to career spread. "Why do I keep self-sabotaging?" routes to shadow-work spread. Real ML, not keyword matching.
Why this is hard to replicate
Your wording, not generic GPT
Fine-tune on 50+ of your reading transcripts. Every output sounds like YOU wrote it.
Private endpoint
Your model, your data, your API. Not shared, not leaked.
Safety guardrails
Pre-built prompt templates block hallucinations. Tested on edge cases (suicide, abuse, medical).
Delivery & license
- ✓huggingface model
- ✓inference snippet
- ✓integration guide
- ✓tuning support 90d
Our guarantees
48-hour response
Every support request answered within 48 hours, weekends included.
12 months of updates
New widget features, bug fixes, and content expansions - free for 12 months.
Build it yourself
$3 000+ + 4–8w
Hire a dev, write copy, test edge cases, host & maintain.
Hire a custom agency
$8 000–25 000
Months of meetings, scope creep, no domain expertise.
27mirrors pack
from $997
Entry deposit · full project quoted to scope. Built in days, support included.
Typical build value ~$4,500
Accepted · secure checkout
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Build vs Buy
Why not just vibe-code it?
AI is great for prototypes. But 131 production widgets, full EN + ES localisation, attribution beacons, theme tokens, payment routing for divination, and 24/7 uptime - that is six months you do not get back.
| Vibe-coding solo | Hire dev team | 27mirrors | |
|---|---|---|---|
| Time to launch | 6–12 months | 3–4 months | 1 day |
| Cost | 200–400h dev (~$30–60k) | $40k+ · 3-mo onboarding | $97 – $1,997 |
| Languages out of the box | 1 (you ship EN, then stop) | Each locale is a paid scope addition | Multilingual - any language |
| AI interpretations | You wire OpenAI yourself | Yes, billed at $90/h | Claude 4.8 included |
| Attribution beacon | Not even on roadmap | Custom build · weeks | Built-in |
| Theme switch | Hand-tune CSS each time | Per-theme paid scope | 1-line CSS variable |
| Telegram / WhatsApp | Not happening | Separate engagement | Same widget bundle |
| Uptime / SLA | Yours to keep alive | Hire ongoing | 99.9% Hetzner + Cloudflare |
| Maintenance | On you | Retainer required | 12 months included |
Cost-of-build math is conservative - counts only dev hours, not the months of rework after launch.
Frequently asked
Do I need to know code?+
No. Paste one script tag into your site. Works on WordPress, Shopify, Wix, and plain HTML.
Can I remove your branding?+
Yes with the white-label option. Replace colors, fonts, branding with yours.
What about refunds?+
14-day money-back if not satisfied. No questions asked.
Do I get updates?+
12 months of free updates included. Lifetime updates on monthly subscription.
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Connect AI readings to widgets on your existing site. Instant.
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Questions before buying?
Write to us - we reply within 24 business hours. No calls, all by email.
Reserve a kickoff slot →