The calibration layer for the AI economy

Calibrate how people use AI.
Measure what changes.

Most AI deployments are uncalibrated. Outcomes are uneven, risk is rising, and the people who could benefit most are least supported. AI Sweet Spots fixes that — with a working assessment, structured cohort programs, and enterprise deployments.

See the products See the evidence
Tech 4 Humanity — The Calibration Flywheel Each turn strengthens the next · AI Sweet Spots is the hub · AHC · WFAI · HOLO deliver it UMBRELLA Tech 4 Humanity CATEGORY PLAY AI Calibration Layer 1 · ASSESS individuals · cohorts 2 · CALIBRATE optimal AI-use bands 3 · INTERVENE cohort programs 4 · MEASURE outcomes captured 5 · BENCHMARK dataset compounds 6 · EXPAND more users · partners FLAGSHIP AI SWEET SPOTS n=11,241 · 6 continents More users → more data → better calibration → better outcomes → stronger demand → more users AHC Augmented Humanity Coach individual layer WFAI WorkFamilyAI workforce + family layer HOLO HoloOrg organisation + agents layer REVENUE STACK Assessment · Programs · SaaS · OEM / White-label · Benchmark Insights compounding per turn
AI Sweet Spots — what you can buy

A ladder that grows with you.

Start with an assessment. Move to a cohort. Scale to enterprise deployment. Every tier uses the same calibration engine and feeds the same benchmark dataset.

Individual Assessment

Start here
For individuals, small teams, and pilots
From Free → Extended
  • Free — quick AI-use profile
  • Bundle — profile + report + 1:1 debrief
  • Comprehensive — full calibration report, risk flags, intervention path
  • Extended — comprehensive + 30-day re-measure
  • Benchmarked against the global dataset
SKU family: ai-sweet-spots-assessment-{free · bundle · comprehensive · extended}

Org Cohort

Most popular
For HR, L&D, transformation, occupational health
4-week pilot → 8-week cohort
  • Pilot (4 weeks) — ~20–40 participants, team sweet-spot map
  • Cohort (8 weeks) — 50–200 participants, structured uplift program
  • Manager enablement + ND support pathways
  • Cognitive-load and adoption-quality measurement
  • Dashboard + cohort benchmarking
  • Re-measure at program end
SKU family: org-sweet-spots-{pilot-4-weeks · cohort-8-weeks}

Enterprise Deployment

Scale
For enterprise, occupational health firms, and insurers
12-month deployment
  • Multi-cohort rollout across business units
  • Quarterly re-measurement + cohort trend tracking
  • Practitioner portal + admin dashboards
  • Custom benchmarking against industry peers
  • Integration options: SSO, API, white-label
  • Executive readout every quarter
SKU family: enterprise-sweet-spots-{12mo · deployment-12-months}
Recovered commercial estate

The AI Sweet Spots assessment family is back.

The research estate and the commercial estate grew together. This register restores the current, organisational, practitioner, research and legacy assessment offers found in the live Stripe catalogue without collapsing them into one generic product.

Public checkout is being recovered. Prices below are existing live Stripe prices. Private, legacy and research offers are preserved for traceability but are not exposed as public purchase links. Explore the evidence behind the assessments in the Tech4Humanity Research Atlas.

Individual assessments Current

The canonical public progression recovered from Drive and Stripe.

Free Assessment
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Free
Extended Assessment
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A$19.97
Assessment Bundle
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A$39.97
Comprehensive Assessment
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A$75

Organisation programs Current

Research-backed cohort and enterprise deployment offers.

Organisation Pilot, 4 weeks
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A$15,000
Organisation Cohort, 8 weeks
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A$45,000
Enterprise Sweet Spots, 12 months
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A$180,000/yr

Practitioner and research Private

Specialist instruments and programmes retained for controlled use.

Advanced Practitioner
A$149
Foundations Course
A$79
Comprehensive Diagnostic
A$75
Multi Lens Assessment
A$39.97
Cohort Insight Profile Pack
A$29
Sponsor a Cohort Study
A$10,000

Legacy and superseded Preserved

Earlier and duplicate commercial objects remain visible for reconciliation, not public sale.

Premium Analysis
US$19.97
Extended Assessment
A$19.97
Extended
A$299
Legacy Organisation Pilot
A$35,000
Baseline Assessment
Private
Assessment shell
Unpriced
Evidence base

This isn't a thesis. It's a dataset.

AI Sweet Spots is a global multi-site study of how AI-use patterns relate to performance, cognitive load, and adoption quality across cohorts. Findings consistently show that calibration matters more than access. The compiled research estate is available in the Human-AI Cognition & Performance theme.

11,241
participants
6
continents covered
+44%
output uplift · ADHD cohort at ~48% AI use
d = 1.77
effect size · large, replicated
Tech 4 Humanity portfolio

Also shipping from the T4H group.

AI Sweet Spots is the flagship. Three sibling products extend the calibration engine into education, outcomes work, and operations. Plus an active finance-intelligence pack library across the group.

Reading Buddy

AI-supported reading for learners

Reading progress, evidence summaries, and sweet-spot signals for education and family settings. Powered by the same calibration engine.

Schools · families · education providers
Outcome Ready

Agent bundles for NDIS-aligned outcomes

Outcome Pack agent bundles at 10, 25, or 50 agents — structured support for workforce and service providers delivering measurable outcomes.

NDIS-aligned providers · allied health · workforce programs
HoloOrg

Organisation + agent orchestration

The runtime layer for deploying agents across organisations. Where AI Sweet Spots calibrates humans, HoloOrg orchestrates the agents they work with.

Mid-market to enterprise operations

Live finance-intelligence packs (T4H group)

AHC

FinanceOS Essentials

Core finance intelligence pack

$99$29 /mo
Mission Critical

Cashflow Guard

Cashflow forecasting and alerts

$149$39 /mo
HoloOrg

Virtual CFO Intelligence

CFO-style summaries and KPI insight

$299$79 /mo
Outcome Ready

Compliance Ready

Readiness, evidence, controls, approvals

$179$49 /mo
WorkFamilyAI

Collections & Admin AI

Debtor chasing and admin support

$129$35 /mo
XCES

Growth Advisory AI

Profitability and growth insights

$249$59 /mo
MedLedger

Healthcare Practice Intelligence

Healthcare financial intelligence pack

$349$89 /mo
Enter Australia

Launch Ready Business Pack

New-business starter intelligence pack

$89$25 /mo
Partner with us

Assessment, cohort, enterprise — start the conversation.

Tech 4 Humanity Pty Ltd · ABN 70 666 271 272 · Sydney, Australia

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