Programme intelligence · AI + evidence

Give every programme a memory.

Map the Outcome turns the updates teams already write into a living, traceable record of what happened, what changed, and why.

Explore the product See the evidence
Concept interface · Prototype stage · designed to show the product we are building
Map the Outcome
⌕ Search programmes, outcomes...
◯JS
Maternal Health Programme · Cambodia
Improving maternal and newborn health through community health workers
● ACTIVE
OUTCOMES
24
↑ 12%
RISKS
7
↑ 2%
DECISIONS
13
↑ 8%
QUESTIONS
4
↓ 25%
Recent evidence
↑ 1,240 women reachedWeekly field report · Aug 28
↻ Outreach schedule changedCommunity feedback · Aug 26
⚠ Stock availability risk2 facilities · Aug 24
?Does the schedule change improve coverage?
Programme map
Siem ReapTakeo
Evidence coverage · 78%
The problem we solve

Programmes create evidence as they work. Evaluations arrive after the fact.

After a development programme launches, evaluations and donor reporting often depend on new M&E staff reconstructing what happened from scattered records, interviews and fading memories. MtO captures the evidence while the programme is still happening.

Without MtO
“The evaluator arrives at the end and starts asking what happened.”
Staff turnover→Scattered files→Interviews→Six-week reconstruction

The result is expensive, incomplete, and distant from the decisions, risks and outcomes as they actually unfolded.

→
With MtO
“The record is built while the work is happening.”
Weekly updates→AI extraction→Human approval→Living evidence archive

Teams paste what they already write. MtO extracts outcomes, risks, decisions and open questions in real time and keeps every claim connected to its source.

01

M&E stops being retrospective

Live today

An external evaluator should not spend most of the budget excavating a programme through interviews with people who have moved on. Keep the record as you go and that excavation disappears.

02

Nobody writes the final report

Record live · export next

The programme officer should not spend six weeks assembling a document from memory and half-lost files. When every week is captured, the report becomes a query, not a project.

03

Lessons recorded when they happen

Live today

The reason a team changed approach is obvious in the moment and easy to lose by the end of the quarter. Risks, errors and decision logic are recorded while they are still true.

04

The next programme starts informed

Needs the pilot first

What one team learned the hard way can reach the team doing it next, in the next district or country. Knowledge compounds instead of evaporating.

End state: An efficient, full-coverage reporting and learning system built as programme work unfolds.
95.4%
90.8%
37.3%
5.7%

Map the Outcome audit: Cambodia health-sector records, 2018–2025. The 5.7% outcome figure comes from the subset with full activity XML available.

The product

From messy programme updates to structured evidence.

The input already exists. Map the Outcome gives it structure, attribution and relationships.

What the team writes
“Met with the district health team yesterday. Attendance seems to have improved after moving outreach sessions to Saturdays. CHWs said women were more available. Still having problems with stock at two facilities and the team is discussing redistribution.”
→
What MtO creates
Outcome

Attendance improved after schedule change.

Decision

Outreach moved to Saturdays.

Risk

Stock shortages at two facilities.

Evidence

CHW feedback + district meeting.

The network

What if every programme left a map of what it learned?

Start with one programme. Connect evidence across programmes, geographies and interventions over time.

Cambodia24 outcomes · 7 risks
KenyaChild nutrition
MalawiMalaria control
BangladeshEducation
Programme nodeLinked evidence
Concept: programmes become nodes in a searchable evidence network.
Programme memory

Every claim keeps its trail.

An outcome can remain connected to the source note, decision, risk, location and evidence that produced it.

1,240 women reachedOutcome · verified · 92% confidence
Community feedbackSource · 28 Aug
Saturday outreachDecision · 26 Aug
Stock shortageRisk · 24 Aug
District 2 + 4Location
Weekly field reportOriginal source record
Build in public, honestly

A platform vision, with a clear path to get there.

The website should show investors what exists, what is next, and what becomes possible when enough programmes are connected.

01 · Now

Evidence capture

  • Paste-in programme updates
  • AI extraction
  • Human approval
  • Source attribution
  • Risk and question tracking
02 · Next

Programme intelligence

  • Search and filtering
  • Timeline + map views
  • Automated summaries
  • Report generation
  • Roles and permissions
03 · Vision

Development knowledge graph

  • Cross-programme learning
  • Comparable interventions
  • Evidence discovery
  • Research gaps
  • Transferable lessons
The opportunity

Build the evidence layer for development.

Every programme produces knowledge. Today, much of it is trapped in documents and memories. Map the Outcome is building the infrastructure to capture it while it is still alive.

Talk about the vision →