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Pre-built business · Available to own

Own Academic Shield.

Detect AI-Generated Conference Submissions

Detection platform helping academic conferences screen for AI-written papers in submissions.

$45kYear 1 ARR
-$24ktake-home Y1
$28kto production
11%odds of meaningful success

What you'd own.

Every artifact below transfers to your accounts on day one. The whole engine.

What Roll Digital builds for you.

Custom scope to take Academic Shield from MVP shell to operating business.

Why this could work.

The TAM is concrete: 4,000+ conferences globally need AI submission detection. Free trials convert well in education and nonprofit sectors where budgets are tight. No competitor has built a dedicated conference workflow product yet. You own the entire customer relationship from cold outreach through trial to subscription renewal. Program chairs face real pressure about AI and currently lack native detection solutions.

What you'd risk.

False positives wrongly accuse human authors of cheating, exposing conferences and your company to legal liability and reputation damage. Established competitors charge $0-$150 annually for better-known tools, making premium pricing difficult. Buying authority sits with unpaid volunteers who escalate decisions to university procurement, extending sales cycles to 12-18 months. Finally, OpenAI or Elsevier could release a free native detector overnight, eliminating your market entirely.

Who this fits.

Ideal operator: an academic researcher, conference organizer, or publishing industry consultant with existing relationships to program chairs and conference leadership. You understand academic decision-making processes and have credibility in the space. A solo founder comfortable with 12-18 month sales cycles. Prior SaaS experience valuable but deep conference-world networks are more critical.

Timeline.

From contract signing to operating business.

  1. Day 1
    Assess detection model accuracy, compile conference contact list
  2. Week 1
    Deploy SaaS frontend and trial signup infrastructure to staging
  3. Week 3
    Launch first 50 cold emails to target conference chairs
  4. Week 6
    Iterate on email messaging and trial-to-subscription conversion rates
  5. Day 90
    Production-ready system operational with first revenue contracts signed

Pricing.

Three ways in, depending on how much you want to build yourself.

Look around

Preview Pass

$5/mo

Read the full buyer brief on every product in the catalog. All Fermi math, all agent specs, all sales kits, all skeptic memos. Cancel any time.

  • Every "Own this" buyer-decision page
  • Full Fermi-math models
  • Every agent design spec
  • 10 outreach plays per product
  • Buyer-skeptic memos with verdicts
Build it for me

Chief Operator

$75/hr

A Roll Digital chief operator builds Academic Shield for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.

  • One operator, end-to-end
  • Unlimited AI tokens (we eat the cost)
  • Hosting, database, integrations
  • Production app on your domain
  • Hours-based, no scope cap
  • Pay weekly, stop any time

Ready to own Academic Shield?

Reserve this business →

Or talk to Wes first.