Dalili Atlas · The quality, integration & intelligence layer for your field data

Keep your tools. Dalili makes your data trustworthy.

Kobo, ODK, mWater and Excel already collect your data. Dalili sits on top: automatic quality control, a trust score, anomaly detection, clean exports and reliable reports. And for water, a module that quantifies — in FCFA — the revenue leakage your spreadsheet can't see.

Freemium — start for free Water leakage quantified in FCFA On top of Kobo / ODK / mWater
Data ready to decide on
Water leakage detected ≈ 550,000 FCFA
0Trust Score
Completeness
Agent reliability
Geo-integrity
The problem

You already collect. But can you trust the data?

Kobo, ODK, mWater and Excel fill your databases. What's left: duplicates, suspicious GPS, poorly controlled agents, out-of-range values, badly designed forms — and every month, manual Excel cleaning and shaky donor reports. For water, add the headache of reconciling reading ↔ invoice ↔ mobile-money payment.

Duplicates & inconsistencies Suspicious GPS & timestamps Manual Excel cleaning Painful payment reconciliation
What Dalili does

Audit, score, flag, integrate, act.

The differentiator isn't collection, nor a chatbot. It's a versioned, explainable rules engine that audits your Kobo/ODK data, computes a trust score and flags anomalies by agent, site and form — and, for water, quantifies revenue leakage in FCFA. You keep your tools; Dalili makes them reliable.

Quality audited automatically Anomalies by agent & site Water leakage in FCFA Decision level (A–D)

Dalili QA

Automatic quality control of your Kobo/ODK data: 0–100 trust score, anomalies by agent, site and form, duplicates, GPS, timestamps, out-of-range values. Clean export. Free from the Free plan.

Water Revenue module (FCFA)

Reconciles meter reading ↔ invoice ↔ mobile-money payment (Orange Money, Wave). Detects revenue leakage and agent fraud, with gaps quantified in FCFA. The paid killer feature.

Trust Score & Decision Readiness

A deterministic, explainable score and an A/B/C/D level: is this data good enough to decide, to report, or to verify first? Never a number without its justification.

Integrations & reports

Kobo/ODK API connection + sync, connectors for DHIS2, Power BI, PostgreSQL and mobile-money statements (Enterprise), branded PDF/DOCX reports, AI narrative.

6trust sub-scores
9quality & water rules
A–Ddecision levels
FCFAleakage quantified
The ecosystem

The Dalili modules

Available today: Dalili QA, the water Revenue module, Sync Monitor, Insights, Playbooks, Architect and the Fleet view (regulators & donors). Additional connectors ship in stages — published here for transparency, never oversold.

Available

Dalili QA

Quality control: trust score, anomalies by agent/site/form, duplicates, GPS, clean export.

Available

Dalili Revenue (water)

Reconciles reading ↔ invoice ↔ mobile-money payment, leakage quantified in FCFA. Paid killer feature.

Available

Dalili Sync Monitor

Data freshness, failing connections, failed exports, inactive forms.

Available

Dalili Insights

Dashboards, quality/agent indicators, AI narrative reports, donor reports.

Available

Dalili Playbooks

Ready-to-use sector templates: water points, meter readings, agri input distribution — more to come.

Available

Dalili Architect

AI-assisted design: data model, dictionary, XLSForm, validation rules, deployment guide.

Coming soon

Dalili Integrations

Kobo/ODK API connector available; mWater, CommCare, DHIS2, PostgreSQL and mobile-money statements in validation.

Proof

See exactly the report you get

A Dalili report on a synthetic dataset: Trust Score headline, anomalies by agent, site and form, decision level and usage limits — and, for water, the leakage quantified in FCFA. No vague promise — a deliverable you can open, understand and show your donor or regulator.

Fictional synthetic data — illustrative document.

Dalili report
WASH program — demo
2,009 submissions · 40 sites · 1 month
Estimated water leakage≈ 550,000 FCFA
0
Trust Score
C — Review required

Top anomalies

  • Unmatched payments — 30, incl. 15 orphans
  • Duplicate submissions — 12
  • 1 agent: 9 off-roster collections
Usage limitsA diagnostic on the files provided — not an audited financial statement.
Privacy-first

Audit your data without exposing what's sensitive

Secure SaaS is the default channel, but we adapt processing to your confidentiality level: anonymised sample, client-side hashing, on-site processing. Dalili can also run entirely locally (Local Audit Toolkit) or on your servers (self-hosted, Docker) — your data never leaves.

AnonymisedNames and numbers hashed before processing.
SampleA subset of rows to test the value.
On-siteProcessed on your machine, no copy.
Local toolkitLocal Audit Toolkit: one binary, zero upload.
Self-hostedDalili runs on your servers (Docker).
Secure SaaSEncryption, RBAC, logs, DPA, data region.
For regulators & donors

One trusted view across all your operators

You fund or oversee dozens of operators and programs. On Enterprise, Dalili consolidates quality, revenue and service from the data they already produce — one format, all your operators.

All your operators, one format Comparable quality, revenue & service From the data they already produce
Discuss an Enterprise program
Plans & pricing

Start free, prove value, expand

Freemium + subscription. Modules à la carte on Free/Starter, all included with Pro. Enterprise on request.

Free

0 FCFA
1 project · 3,000 submissions/mo · 1 user
  • Full QA + Field Data Trust Score
  • Predefined rules, 30-day history
  • Watermarked report, 100-row export preview
  • No module included — each module à la carte (14-day Pro trial)
Create a free account

Starter

20,000 FCFA/mo
3 projects · 25,000 submissions/mo · 3 users
  • 1 module included, your choice (water, integrations…)
  • Clean reports (no watermark)
  • Full clean-data export
  • Extra modules à la carte · 12-month history
Get started

Enterprise

Custom pricing
Annual contract · custom volume and users
  • Integrations: DHIS2, Power BI, PostgreSQL, mobile-money
  • Advanced SSO/RBAC, SLA, advanced security
  • Data region, white-label reports
  • Dedicated support + training, fleet program
Contact us

At sign-up: a 14-day Pro trial (API connection + water module), once.

When the Free quota (3,000/mo) is reached: the account stays read-only, nothing is deleted, and an upgrade prompt is shown.

Comparison

What each plan includes

Feature Free Starter Pro Enterprise
Price 0 FCFA20,000 FCFA/mo80,000 FCFA/mocustom
Projects 13unlimited*unlimited
Analysed submissions / month 3,00025,000150,000negotiated
Users 1310custom
Modules included 0 · à la carte1 of your choice + à la carteallall
CSV / XLSX import
QA + Field Data Trust Score fullfullfullfull
Quality rules predefinedpredefined+ custom+ custom
Anomaly history 30 days12 monthsunlimitedunlimited
PDF / DOCX report watermarkclean+ AI narrativewhite-label
Clean-data export 100-row previewfullfullfull
Kobo / ODK API connection + sync à la carteà la carte
Water Revenue module (FCFA) à la carteyour choice / à la carte
Integrations (DHIS2, Power BI, PostgreSQL, mobile-money) limited
Advanced SSO / RBAC, SLA, data region
Support communityemailprioritydedicated + training

✓ included · — not included · demo = read-only on a sample set

Methodological honesty. Dalili provides decision support, not a certification or a guaranteed-recovery figure. Every deliverable documents its usage limits.
How it works

From your forms to a reliable report

Import / connect

CSV/XLSX or Kobo/ODK API connection. Your tools stay in place.

Audit

The engine flags duplicates, GPS, timestamps, agent anomalies, out-of-range values.

Score

Field Data Trust Score 0–100 + decision level A/B/C/D.

Water module

Reconcile reading ↔ invoice ↔ payment; leakage quantified in FCFA.

Export

Clean data + branded PDF/DOCX report.

No black box

A deterministic, versioned score you can audit

The Field Data Trust Score and its 6 sub-scores are deterministic, versioned and explainable. We never publish a number without its justification. Here are the 6 sub-scores and 9 starter rules — published, not hidden.

66 trust sub-scores

CompletenessMissing critical fields, fill rate.
ConsistencyInternal inconsistencies, admin hierarchy, form versions.
Agent reliabilityAbnormal volume or errors, off-hours submissions, per-agent gaps.
Geo-integrityMissing, impossible or out-of-zone GPS.
Temporal integrityToo-fast submissions, impossible dates, out of period.
Outlier riskOut-of-threshold numeric values, extreme amounts.

99 starter rules

01Missing critical field02Duplicate / near-duplicate03Missing or impossible GPS04Too-fast / off-hours submission05Abnormal agent volume or error rate06Out-of-threshold numeric value07Temporal inconsistency08Outdated form version09Water reconciliation: orphan payment / reading
IO
Ibrahim Ouédraogo
Founder & Product Lead

A data-focused engineer, I started Dalili after seeing too many organisations collect with Kobo, ODK or Excel without being able to trust their data — and too many water services lose revenue for lack of reconciling payments, readings and invoices. Our stance: a control layer on top of your tools that honestly surfaces anomalies and where money leaks — and states what the numbers do, and do not, let you conclude.

Who's behind Dalili

A team that states what the numbers allow — and what they do not

Dalili is built with frugality and one obsession: never overselling a reliability we can't prove.

Methodological honestyEvery deliverable documents its usage limits.
Privacy-firstWe audit without requiring your sensitive data.
Human in the loopAI proposes, your supervisor decides. Never an automatic verdict.
FAQ

What organisations ask before they start

Do I have to replace Kobo, ODK or mWater?
No. Dalili sits on top of your tools: you keep collecting with Kobo/ODK/mWater/Excel, and Dalili audits, scores, integrates and acts on what they produce. We rebuild neither collection nor offline.
Is it free? Where does the Free plan sit?
The Free plan is free: 1 project, 3,000 submissions/month, 1 user, full QA + Trust Score, predefined rules, watermarked report. It includes a water-module demo and a 14-day Pro trial. You go paid to remove the watermark, export in full, connect the Kobo/ODK API, enable the water module (FCFA) and scale volume.
How is this different from an Excel spreadsheet?
Excel displays and computes, but someone cleans and reconciles by hand, every month. Dalili automates quality control, scores reliability, flags anomalies by agent and by site, and for water quantifies leakage in FCFA — with an A/B/C/D level and usage limits.
What exactly is the water module?
It reconciles meter reading ↔ invoice ↔ mobile-money payment (Orange Money, Wave), detects revenue leakage and agent fraud, and quantifies the gaps in FCFA. It's the value that justifies going Pro. Dalili flags; your supervisor decides — never an automated accusation.
Is my sensitive data exposed?
You choose the level: anonymisation, client-side hashing, sample, Local Audit Toolkit (local processing, no upload), self-hosted (Docker) or secure SaaS. Many analyses run without any sensitive data leaving your premises.
Do you work with regulators and donors?
Yes, on Enterprise: a consolidated view of quality, revenue and service across every operator and program you fund or oversee, from the data that already exists.
Next step

Create your free account

Start on the Free plan — 1 project, full QA + Trust Score, water-module demo and a 14-day Pro trial. No commitment. A sample is enough to see the value.

Create an account or talk to the team