Go-to-Market Roadmap

See engagement,
not students.

A design-partner motion, not broad self-serve. Free semester pilots earn the evidence institutions require, then convert to per-seat SaaS. Built on three principles: the Two-Witness Rule, privacy by design, and a human-in-the-loop.

$10–15M
3-year ARR opportunity
$200–300
per instructor / year
3 → 10
universities, M3 → M12
~$1M
targeted first-contract ARR
Market analysis

TAM · SAM · SOM.

Aha focuses on engagement analytics rather than learning management or content delivery, a large, fast-growing market entered through a deliberately narrow beachhead.

TAM
Total Addressable Market
Global education & learning-analytics market, 2026 → $74.9B by 2030 (20.5% CAGR)
$35B
SAM
Serviceable Addressable Market
North American higher-ed institutions buying engagement analytics
$3–4B
SOM
Serviceable Obtainable Market
Tier-3 U.S. public universities with large (>100) intro courses
100–150

SOM begins with 3 semester-long pilots (Months 3–6) before expanding to 10 universities from Month 7, at $200–300 / instructor / year → a realistic 3-year ARR of $10–15M.

Target audience

Who we sell to.

MT
Michael Torres
Adjunct lecturer · Tier-3 public university

Teaches large online classes of 100+ students. Misses non-verbal engagement cues and often only notices disengagement after quizzes come back, weeks too late to help.

A purchase requires four groups to be satisfied, which is why the roadmap runs consent, IRB, and IT-security reviews alongside product development.

Instructors
Situational awareness without extra work
A co-pilot, not an autopilot
Students
Privacy & fairness
Privacy by design
Administrators
ROI & course improvement
Measurable engagement lift
Legal · IT · Privacy
Data governance & compliance
Built for trust and compliance
Messaging architecture

One promise, layered by stakeholder.

Primary message
“See engagement, not students.”

Giving instructors back the awareness they lose in large online classes, without creating a surveillance environment.

Instructors
“A co-pilot, not an autopilot.”

Every intervention is instructor-approved and one-click. Teachers stay in control.

Students
“Privacy by design.”

On-device processing, no raw video storage, cameras-off behavioral fallback.

Admin · Legal · IT
“Built for trust and compliance.”

Consent tracking, IRB & FERPA readiness, and the Two-Witness Rule against single weak signals.

Channel strategy

Three channels that feed each other.

Instructor advocacy creates demand, integration removes friction, and conference presence opens the institutional door, together they convert enthusiasm into contracts.

01
Bottom-up · Instructor

Free semester-long pilots let instructors experience the product directly and become internal advocates before any institutional sale.

Advocacy
02
Platform · Zoom API

Integration places Aha inside a tool instructors already use daily, lowering adoption friction and increasing visibility.

Low friction
03
Top-down · Institutional

Presence at higher-ed IT forums and EDUCAUSE reaches the legal, IT, and privacy stakeholders instructor enthusiasm can't.

Enterprise sale
Budget · first 6 months

$190K–$280K to run the pilot.

Sales & business development$80–120K
Pilot onboarding & support (3 universities)$60–90K
Legal & compliance (IRB, FERPA)$30–40K
Higher-ed marketing & conferences (EDUCAUSE)$20–30K
The math
~$1M
projected first-contract ARR, 5,000 instructors at a large Tier-3 public university.
Total GTM investment19–28% of ARR
Marketing alone2–3% of ARR
Well below the 15–25% benchmark for seed-stage B2B SaaS.
Launch timeline

From build to scale, gated at Month 6.

Build
Months 1–2
MVP development; Zoom API integration (top RICE feature); on-device processing & Two-Witness Rule; consent / IRB / IT-security workstream starts in parallel.
Pilot Prep
Month 3
Secure 3 Tier-3 pilot universities; sign consent & IRB approvals; onboard instructors; set up per-student baseline calibration.
Semester Pilot
Months 3–6
Full-semester pilot; track consent (>70% gate), FP caps (<15%/<25%), NPS & repeat use; correlate engagement with quiz & comprehension outcomes.
Go / No-Go
End of Month 6
Evaluate pilot metrics against every gate before scaling curriculum analytics; capture references & case studies.
DECISION GATE
Scale
Months 7–12
Expand to 10 universities; move from free instructor tools to paid institutional contracts; attend EDUCAUSE to reach legal/IT/privacy buyers.
Risk assessment

What could break the launch, and the mitigation.

▲
Bias / false-positive disparity across subgroups
✓
Per-student baseline calibration; subgroup FP cap <25% vs. <15% overall; dismissal reasons recalibrate thresholds before scaling.
▲
Low student consent / opt-in rates
✓
Cameras-off, behavioral-only fallback; consent tracked as a formal pilot metric with a >70% scale gate.
▲
Instructor alert fatigue / low adoption
✓
Private Ping & Copilot stay one-click and instructor-approved; NPS & repeat-use tracked; dismissal-reason capture recalibrates.
▲
Slow institutional procurement
✓
Legal / IT / privacy approval workstream runs in parallel with product development from Month 1, not after the pilot.
▲
Mistaking engagement for genuine learning
✓
Pilot correlates engagement signals against quiz / comprehension outcomes as a go/no-go gate before curriculum analytics.
▲
Zoom API dependency
✓
Integration scoped and prioritized as the top RICE-scored MVP feature (Month 1), reducing schedule risk downstream.
Launch success, measured against gates

Clear gates, not vanity numbers.

Adoption
Instructor sign-ups & repeat pilot use
Trust & quality
Consent > 70% · FP < 15% overall, < 25% subgroup
Product-market fit
Instructor NPS & dismissal-reason capture
Learning validity
Engagement ↔ quiz/comprehension correlation (decisive)
Commercial
≥ 1 pilot → paid contract, ~$1M first-year ARR
AHAThe moment you can finally see the room.© 2026 AHA · Group 1 · Technology Product Management