About AIdemica
AI pipeline that turns an assignment brief into a near-finished draft
WHAT IT IS AIdemica is a live production platform that turns a university assignment brief into a near-finished draft package: a Word document, a slide deck, a defense speech and A1 engineering drawings. The user does the final pass; the system does the other 99%. WHY IT IS NOT A CHATGPT WRAPPER The core is a custom MCP server driving a three-wave parallel agent swarm, wrapped in an enforcement layer that physically prevents low-quality output from shipping. Wave 1 - one sub-agent per chapter: research and calculations, returns structured JSON Wave 2 - coordinator de-duplicates figures across chapters, one agent per figure Wave 3 - parallel section writers Tail - coordinator writes intro, conclusions and bibliography Every figure must carry a justification AND evidence: a quoted page from the brief, a sample id, or the filename of computed results. Fewer figures than planned is a hard failure, not a warning. THE ENFORCEMENT LAYER (the real IP) 12 automated validators: section mapping, citation coverage, humanization diff, block-formula preservation, broken figures, figure references, numeric consistency, work-type matrix, citation survival, physical-magnitude sanity, figure index, subsection policy Stage gates aggregate ALL issues into ONE rejection instead of round-tripping the model seven times SHA-256 tamper protection on stage flags: the model cannot raise its own page limit to sneak an oversized document through Builder-marker checks: the model cannot substitute a hand-rolled script for the official document builder TWO IN-HOUSE ENGINES Presentation engine: constraint solver, 18 layouts, 12 themes, WCAG-validated colour, seed-based variation CAD engine: text to DXF/DWG, 18 vectoriser iterations, GOST 2.104 title block generated in code Humanizer: 150+ patterns across 6 languages, wired into the validator so formulas and variable names cannot drift during rewriting SECURITY Tenant isolation enforced at two layers (permission deny rules plus a PreToolUse hook): an agent cannot read another order White-label: the assistant never discloses the underlying model, tools, paths or infrastructure Prompt-injection gate; uploaded code is read but never executed 154 security audit findings closed across 8 phases, GDPR endpoints, Sentry COMMERCIAL LAYER 5 payment integrations written and tested: Stripe, Paddle, CryptoBot (USDT/TON), LiqPay, Fondy. Payment triggers the AI run automatically Pricing engine: 24 work types, 100+ disciplines with individual coefficients, 15-point urgency curve, uniqueness premium, per-sheet drawing pricing Promo codes, reviews with promo issuance, admin panel with refunds 4 interface languages, multi-currency with FX table Telegram support bot with email fallback, 6 templates x 4 languages INFRASTRUCTURE Docker plus Caddy with automatic HTTPS, SQLite in WAL mode (Postgres-ready), nightly backups with 30-day retention, 44 restore points on disk. Running healthy on a dedicated server. Domain included, registered through May 2027. TRACTION - stated honestly 2,960 unique visitors per month, 83 to 248 per day, fully organic, zero ad spend. Largest share of requests from the United States, then the Netherlands, France, China and Canada 33 completed orders on disk, 867 MB of delivered work 55,000 lines of core source with about 23 TODO/FIXME markers in total WHAT THIS IS NOT No revenue. The payment integrations are written and tested but no live merchant keys are connected: the buyer plugs in their own accounts, which is how it should be. Order flow stopped in June when I moved to other projects. The presentation engine has 4 of 15 variation knobs not yet wired (documented, roughly 3-5 days of work). I am selling a working system with real traffic, not a running business. WHY I AM SELLING I built this solo and moved on to other projects that take all my time. It needs an owner who will connect a merchant account and work the traffic that is already arriving.
Project details
Website: https://aidemica.org
Next step: <p>Highest-ROI first move: connect a live merchant account. The site already receives ~2,960 organic visitors a month at zero ad spend and they currently reach a checkout with no payment keys attached. All five integrations are written and tested, so this is configuration, not development.</p><p><br></p><p>Second: the interface is already localised into 4 languages with multi-currency and an FX table, but only one regional market was ever worked. The rules layer is built so another country can be added by encoding its formatting standards.</p><p><br></p><p>Third: an operator who already has an order flow gets the biggest return, because the system replaces the writer cost line entirely. Unit cost per generated work is roughly USD 1.40 on a consumer AI subscription versus about USD 5.00 on raw API.</p><p><br></p><p>Fourth: finish the presentation engine. 4 of 15 variation knobs are documented but not wired, roughly 3-5 days of work, and they control slide composition rather than decoration.</p>
For sale
Asking price: $15,000 USD
What's included
Domain name, Source code, All related design work
Also included: full technical documentation, the Docker Compose deployment and server configuration, the pricing engine with its 24 work types and 100+ discipline coefficients, all prompt and validator assets, and the Telegram support bot. Delivered student work is deliberately NOT transferred and will be purged before handover, because it is third-party personal data. All secrets are rotated before the code changes hands.
Reason for selling
I am busy with other things and no longer have time to maintain this project.