About the Project
H:AI is a founder‑led SaaS that gives non‑technical teams a dead‑simple path from messy, real‑world content (chalkboard menus, price lists, resumes, catalogs) to clean, schema‑aligned JSON with a shareable endpoint, QR code, and agent‑ready API. It reduces dependency on developers, shortens time‑to‑integrate for chatbots/agents, and standardizes data for reuse across the web.
Challenge
Small orgs and solo operators have valuable data locked in images, PDFs, and ad‑hoc spreadsheets. They need a way to:
publish that data as structured JSON fast,
keep it updated (without devs),
and make it consumable by agents, search, and embeds safely (PII checks, visibility toggles).
Existing options (custom dev, heavyweight CMS, iPaaS) are too costly or complex for day‑one adoption.
Solution
A no‑code ingestion → mapping → publish pipeline:
Ingest: Snap a photo / upload file / paste text / import CSV.
Map: AI maps to schema.org‑inspired types (e.g.,
Menu,Product,Person,Offer).Validate: Human review with PII scan & visibility toggles (public/private, masked fields).
Publish: Neon (Postgres) stores canonical JSON; public endpoint + QR; MCP‑friendly API for agents; lightweight embed for websites.
Operate: Stripe tiers (Free → Creator → Business), dataset add‑ons, audit logs (phase‑in), analytics (scans, calls).
Stack (MVP): React + Tailwind + shadcn, Neon/Postgres, Cloudinary (images), Stripe Billing, OpenAI, Replit Agents/CI, Model Context Protocol (MCP) integration, JSON‑LD export.
Human2AI.ca Transform Your Data Into APIs
Human2AI.ca converts photos, PDFs, and pasted text into schema-aligned JSON you can publish as an endpoint, a QR code, or a website embed. The same endpoint is agent-ready via MCP.
How it works
Ingest: snap a photo, upload a file, paste text, or import CSV.
Map: AI suggests schema types such as Menu, Product, Person, or Offer.
Review: human verification with PII scan and field-visibility controls.
Publish: one click to create a public endpoint with QR and optional embed.
Reuse: agents and apps consume the same canonical JSON with versioning.
Safety and trust
PII flags and allow-listed schemas; no fabrication.
Preview before publish, change history, and last-updated stamps.
Status visibility and SLO targets during qualify and launch.
Where it fits
Cafés and takeout menus with daily specials.
Trades and services quoting tables and inventory lookups.
Creators and freelancers with resume and portfolio endpoints.
Community projects such as genealogy datasets and local directories.
Results
Faster time-to-API and fewer manual errors than spreadsheet-driven workflows.
Single source of truth reused across sites, QR, and agents.
Lower setup and maintenance overhead for non-technical teams.
Sponsor Users
Sponsor users across cafés, trades, creators, genealogy.
Product Design Team
Founder‑led build with targeted collaborators (contract dev, design QA, security review).
My Contributions
Product strategy & pricing · IBM lifecycle orchestration · Information architecture · UX flows & UI design · Prompt/guardrail design · Data model & schema strategy · MVP delivery & QA · GTM (PH, creator outreach) · Legal & compliance copy v1
Tools
Neon/Postgres
Stripe Billing
OpenAI
Cloudinary
Replit Agents
React/Tailwind/shadcn
MCP
