1. Structure
Turn the idea into a real brief
Turn a rough idea into a focused instruction pack with current-state context, preservation rules, constraints, acceptance tests, and a stopping point.
AIOptimization.ca gives Canadian businesses and vibe coders two real checks in one free visit. See whether your homepage gives AI systems clear, usable business facts, then test whether one OpenAI model names you in three buyer-style searches. You get the evidence, prioritized fixes, and an implementation-ready prompt, not a made-up score. Recurring weekly monitoring is available when you need history and a broader question set.
Public website information only. No account or card. We never ask for CMS, hosting, GitHub, or admin access, never modify your site, and do not store the URLs or results from either check.
1 · Website readiness
The free scan reads one public page and reports its title, meta description, canonical and robots tags, language, headings, visible text volume, structured data, Open Graph tags, and public contact signals, with prioritized fixes.
2 · OpenAI discovery
Mentions
Named in the answer, or not
Recommendations
Shortlisted when a buyer asks
Citations
Your domain as a cited source
Full evidence
Question, excerpt, sources, time
The snapshot asks one OpenAI model three questions at one moment. AI answers vary by wording, model version, and day, so treat the counts as a directional signal rather than a ranking. Weekly monitoring is available; automated fact checking is still in development.
The missing quality layer for vibe coding
Basic vibe coding is fast, creative, and fun. It is not a production process by itself. Ambiguous instructions, repeated prompts, hidden regressions, and weak launch checks can quickly consume the time and credits saved by building fast. AIOptimization adds the structure between a promising prototype and a dependable, discoverable product.
Before your next serious build, create the brief, pressure-test it with AI, control the work, and verify the release. Skipping that quality layer is an unnecessary gamble with your product, budget, and reputation.
Unstructured vibe coding
The AIOptimization workflow
1. Structure
Turn a rough idea into a focused instruction pack with current-state context, preservation rules, constraints, acceptance tests, and a stopping point.
2. Pressure-test
Use the optional AI review to flag ambiguity, missing safeguards, weak acceptance tests, scope drift, and avoidable rework, then copy a tighter revised prompt.
3. Build
Use a staged workflow that separates inspection, implementation, and verification. Reduce repeated context, open-ended exploration, and unrequested work.
4. Verify
Inspect the deployed page for SEO, product identity, social sharing, mobile readiness, trust, conversion, robots.txt, and sitemap.xml.
AIOptimization strengthens build instructions and checks public launch signals. It does not replace code review, penetration testing, compliance advice, or a professional security audit. Use the vibe coding production checklist to review the release gates between those two tools.
Available today
Enter one public page. We show what an AI assistant or crawler can actually read, then prioritize fixes using only the HTML your site returned. This is a live check, not a sample.
Live results
Real observations from the page we fetched, with prioritized actions grounded only in what we saw. Nothing here is sampled or estimated.
Enter a public website above. We request that one page from our server, read the HTML it returns, and report what an AI assistant or crawler can actually see.
Next step: live
We ask one OpenAI model three buyer-style questions about your category, offering, and market, then check the answers for your business. It is a single point in time, not a ranking and not monitoring.
Live results
Three real answers from one OpenAI model, with every question, excerpt, and returned source shown so you can check the result yourself. Counts only, with no invented score.
Fill in the form above and we'll ask one OpenAI model three buyer-style questions, then show you every answer, source, and match we found.
Eight signals
Four signals are checked from your public home page. Three more are measured in the live discovery snapshot and can be tracked weekly. Automated fact checking is still in development.
Metadata, headings, language, canonical and robots tags, and how much text your page actually returns.
JSON-LD types, Organization or LocalBusiness details, and FAQ markup that assistants can quote.
Phone, email, address, and hours signals present in the HTML a crawler receives.
Open Graph essentials that decide how your link appears when it is quoted or shared.
Live today as a three-question OpenAI discovery snapshot: whether one model names you when a buyer asks for recommendations.
Live today in the snapshot: whether a returned source link points at your domain in those three answers.
Claims about your service area, size, offerings, or contact details that contradict your public site.
Live today in the snapshot for up to three competitors, using the same three answers and the same matching.
Example report
This illustrative report shows the structure of recurring monitoring: sampled AI answers, mention and recommendation rates, citation share, competitor context, and traceable evidence. It uses invented data for a fictional clinic so you can judge the format before creating an account.
Pricing in CAD
Start free with two practical checks, or add weekly monitoring when you need a repeatable view of mentions, citations, and competitors.
$0
one-time
Available today
Two useful checks you can run now, without an account.
$29
per month, CAD
Available now
Track how your visibility moves week over week.
$79
per month, CAD
Available now
Benchmark against the three names you keep losing to.
Coming later
Not scoped yet
Multi-client workspaces and white-label reporting.
If you want the recommendations implemented professionally, NAIBIC can review the public site and propose a fixed scope. Deliverables, price, timeline, access needs, and verification are agreed before work begins. The service is separate from the scan and cannot buy a better result.
Prompt counts describe sampled buyer questions, not a promise of placement. Monthly plans can be managed from your private account.
Trust
Clear boundaries matter more than big claims. Here's exactly what this product does and doesn't do.
We report and recommend. Every change to your website is made by you or your own team.
We never ask for CMS, hosting, DNS, GitHub, or analytics logins. If anyone asks, it isn't us.
The same question can produce different answers by provider and by day. We sample and label, we don't guarantee.
We read pages, structured data, and citations that any visitor can already access.