Write with AI. Defend it to any donor.
Templates to do the work, a checking system that catches invented numbers and citations, and live practice for interviews and donor reviews — inside your own ChatGPT, Claude or Gemini. Your client data never has to leave your account.
No code · Works with ChatGPT, Claude and Gemini · Donor formats: FCDO · EU · UN · World Bank
The checking step is the part nobody sells you.
Your AI writes faster than you can check. That gap is where credibility dies — usually in front of a donor.
It quoted something that wasn't there
Confident summaries, inverted indicators, fake sources. Simple checking steps are missing. Read more: re-reading it doesn't scale — and the donor reads what you sign.
Stuck in your field role?
Interview tasks: produce a logframe, an evaluation plan or an assignment in 48 hours. Courses sell certificates, not employability.
Grant reporting shouldn't eat your week
Every funder wants a different format. The donor wants the story clear and the numbers traceable. The report lands on your desk.
Client data can't touch the cloud
Transcripts and beneficiary data can't be pasted into a public chatbot. You need verification that runs inside your own environment.
What do you need this week?
A logframe, ToC or donor report — now
Available for free, with worked examples, for FCDO, EU, UN and World Bank formats. Start with the free logframe; upgrade to the vault when you need the full set.
Get the free templateAI reports you can defend
The harness checks every claim, number and citation — then returns a one-page statement you can show the donor. Built for consultants and M&E officers.
See the Harness PackThe next job or promotion
Portfolio artifacts, the 3-competency interview bank and live practice. Works even when the panel assesses you live.
Get the Career KitOne AI development. One M&E use case. One asset you can use.
Every week we translate what shipped in AI — new models, agent skills, evals, provenance — into something an evaluator can actually use. Written brief, plus a five-minute multilingual video issue from our clearly-labelled AI presenter.
Free forever. The paid membership adds the Library, the workshops and the live agents.
The translation
What changed in AI, and why it matters for donor reporting, field data, evaluation design and privacy — in M&E language, not developer language.
The benchmark
We run the M&E verification golden set on every major model and publish what passed, what failed and what it means for your workflow.
The asset
A copy-paste skill, checklist, golden-set item or template. Not theory — something you can run before the next report.
Stop starting from a blank page.
Editable files that open, calculate and zoom — the templates the books promise and never deliver. Every pack ships worked examples. Instant download, no course required.
M&E Framework & Logic Model Builder
One guided spreadsheet takes you from a program description to a full theory of change, logic model, results framework, indicator table, data plan and reporting calendar — with worked examples.
View in storeM&E Template Vault
Logframe, theory of change, results framework, indicator tracking table and M&E plan in Sheets and Notion — with worked examples and a common-mistakes checklist.
View in storeGrant Proposal & Budget Pack
The grant templates the books promise — that actually open, edit and calculate. LOI and narrative templates, budget narrative, multi-year calculator, compliance checklist, pipeline tracker and UK/EU variants.
View in storeM&E Career & Promotion Kit
Skills map, CV and LinkedIn phrase bank, three portfolio projects, the 3-competency interview bank and salary benchmarks. From field officer to coordinator.
View in storeIndicator Tracker & Donor Report Pack
Track indicators with disaggregation and automatic attainment %, then let the quarterly and annual report tables build themselves. Per-funder checklists for USAID, FCDO, EU and UN, plus the roles SOP.
View in storeIndicator & Measurement Finder
A searchable library of sector and GEDSI indicators, validated instruments and SMART worksheets — so you stop rebuilding indicator sets from scratch.
View in storeEvaluation Plan in a Day
Five real program briefs with model evaluation plans and a decision tree — the exact task hiring panels and donors hand you — practised before it's live.
View in storeKobo → Data → Report Toolkit
XLSForm starters, field data-quality checks, cleaning recipes and Power BI/dashboard formulas that turn submissions into donor-ready tables.
View in storeEverything, together
$99
The Verified Harness Pack — the full four-file harness (Skill, Golden Set, Verification Checklist, Provenance Ledger), all files for ChatGPT, Claude and Gemini, six golden sets with traps, the Framework builder, per-artifact checklists, the Evaluation Plan workbook and the client-facing verification statement.
Get the Harness PackSave with bundles
- M&E Builder Bundle — Framework Builder + Logic Model Kit + Indicator Tracker · $69
- Grant + Builder Bundle — Grant Pack + Framework Builder · $59
- Vault + Finder Bundle — Template Vault + Indicator Finder · $49
Everything in one place — from free to fully verified.
The library grows every month. The agents practice with you. Cancel anytime; founding members keep their price for life.
Full access to 3 courses and the free skills. Then $14.99/mo unless you cancel before it ends.
billed monthly
Everything we've built, in one plan.
- Every course — 12 and growing, with video, slides & templates
- The full skills library — 39 installable skills
- The ebook & template library
- Chat with your files, research harness, résumé / CV builder
- Downloadable materials (PDF, DOCX, HTML, XLSX)
billed monthly
For consultants using it in client work.
- Everything in Member
- Early access to new courses and packs
- Use the templates and packs in client work
- Priority support
first 100 · price for life
Everything in Member, at the founding rate.
- Every course and the full skills library
- $97/year for life while your plan stays active
- Support the build
Practice the hard conversations before they're real.
We are building a voice studio that talks back — practise an interview, a key-informant interview or a donor briefing out loud, with your own briefs and materials. Join the waitlist and we will let you know the moment it opens.
M&E Interview Simulator
They give you a program description and 48 hours. Practise the 3-competency M&E interview: calculate changes, distinguish output from impact, design the M&E system — then get a structured score.
Join the waitlistDonor Reviewer Simulator
Present your findings to a skeptical donor reviewer who hunts for unsupported claims, missing evidence, causal leaps and quiet omissions. Fix the report before the reviewer does.
Join the waitlistThe Verified Harness Lab.
Four weeks, live, one real deliverable. Build a harness on your own work, run it against golden sets, pass the review and leave certified.
Why verification wins
The post-prompt era, and the seven failures all live in real M&E — caught in real examples.
Build the harness
Write your Skill, Golden Set, Verification Checklist and Provenance Ledger. No coding — with live review and red-team testing.
Run the verify loop
Apply it to your own report, logframe or data.
Sign off and sell it
Issue the verification statement, price verified work and pass the graded final review.
Graduates can add the Verified Practitioner certification — $250 and renewed at $99/yr. It is awarded on a graded, real harness, never a multiple-choice quiz.
Want it built for your team?
Fixed-scope, procurement-friendly, delivered inside your own account. Your donors, your programs, your data rules.
Harness Sprint
One donor contract, one workflow, one harness: custom Skill, golden set from your past work, checklist and ledger, plus a 90-minute team training.
$4,900
Harness Build
Multi-donor harness tuned to USAID, FCDO and EU. Reporting, governance pack, privacy review and rollout across your M&E team.
$12k–25k
Harness Care
Re-tested on every model update, refreshed donor templates, new golden items, monthly accuracy report and priority support.
$750–2,000/mo
Also available: the verified stamp — we run your deliverable through the standard harness and issue the sign-off. $1,500 per report.
Built for sensitive data and honest disclosure.
Your data stays yours
Run the harness inside your own ChatGPT, Claude or Gemini. Verify the free diagnostic runs without documents at all.
AI is always labelled
Our video presenter is AI and says so. Any AI-assisted passage in your templates carries the same disclosure discipline we recommend for your reports.
Humans sign off
Agents practise, coach and score. They never issue a verification claim. The ledger and the sign-off belong to a named human reviewer.
The honest answers.
Why not just use ChatGPT?
ChatGPT generates. It does not verify, keep a ledger, or sign off. The harness is the checking layer you add on top of whatever AI you use — including ChatGPT.
Is any of it AI-generated?
Where AI produces something, we label it. The verification brand must label its own AI — it is the same disclosure discipline we teach you to use with donors.
Can I use my client's data?
The harness runs inside your own account, and we show you exactly how to redact before sharing. Nothing confidential needs to leave your control.
I'm not technical. Is this for me?
Yes. Everything is plain English and every term is explained. If you can use a word processor and a chatbot, you can run the harness.
How is this different from the $50 M&E books?
Books give you theory. The library gives you files that open, calculate and zoom — plus the verification step. It is the doing layer.
Do I have to subscribe?
The 14-day trial is $4.99 and gives access to 3 courses and the free skills. You can also buy any course or pack on its own, and read the free handbook without an account.
Will this get me hired?
The career kit and the interview course exist because interview panels ask you to defend a logframe or evaluation plan. You will have done it before.
How is this different from TolaData, Coopera or ActivityInfo?
Those are platforms that host your data and reports. We are the verification layer that checks what the AI wrote — and works with the tools you already have.
Your next report can survive scrutiny.
Join free, grab the $19 Vault, or claim one of the 100 founding seats. The donor deadline is already on the calendar.