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Data systems for humanitarian action

Practical support for stretched humanitarian teams.

Task-based consulting for NGOs, UN agencies and donors. The report due next week, the tool you wish existed, the team that needs to level up. Delivered as finished work, not open-ended advice.

Fifteen years in the field · Red Cross · IOM · IRC · Action Against Hunger · Médecins du Monde

Services 01–06

Services

Six service lines. One scoped task at a time.

Everything I propose, I run myself. Each line is illustrated by a tool or report that is live today, not by a stock image.

Full catalog and packages
  1. 01

    AI Tools & Automation

    Chatbots, RAG knowledge systems and workflow automations, scoped to one use case and shipped as a working tool.

    Conversational AI agents · RAG knowledge systems · Workflow automation (n8n / Flowise)
  2. 02

    Private AI & Data Sovereignty

    Local LLM deployments and fully local RAG for organisations that can't send sensitive data to a third-party API.

    Private LLM deployment (Ollama / vLLM) · Sensitive-data RAG, fully local · Domain fine-tuning on your data
  3. 03

    Data Analysis & BI

    Dashboards, data pipelines and geospatial analysis that turn field data into decisions.

    BI dashboard builds (Metabase) · Data pipeline / ETL setup · Programme monitoring & M&E dashboards
  4. 04

    Proposals & Donor Reporting

    End-to-end proposal writing and donor reporting, including the technical AI / data sections that are our niche.

    Full proposal writing · Logframes & results frameworks · Interim / final narrative reports
  5. 05

    Strategic Advisory

    Structured AI readiness assessments and technology roadmaps for organisations deciding where to start.

    AI readiness assessment · Technology strategy / roadmap · Fractional AI / tech lead
  6. 06

    Training & Capacity Building

    Workshops, train-the-trainer programmes and coaching that build your team's own in-house capacity.

    Workshop & training delivery · Train-the-trainer (ToT) · Coaching & mentoring

The model

Defined deliverables, not open-ended strategy.

The immediate bottleneck is usually operational: the report that is due next week, the dataset that needs cleaning. Task-based consultancy plugs straight into that workflow. You define the need, I deliver the finished product.

  1. 1

    Tell me what you need

    Pick a track and profile the work in a short form. Rough notes are fine; that is the point.

  2. 2

    Tentative estimate after a quick review

    A range, not a fixed price, with no obligation. If it looks like a fit, book a scoping call and get a final quote.

  3. 3

    A finished deliverable, tracked in your portal

    Files, messages, milestones and invoices in one place. Full visibility, no scope creep.

  • Subject-Matter Expertise

    Every solution is informed by years of direct humanitarian experience, technical decisions are grounded in operational reality.

  • Collaborative & Transparent Process

    I work as a partner, not just a consultant. You'll have full visibility into the project's progress through the client portal.

  • Sustainable & Empowering Solutions

    The goal is to build capacity, not dependency. I deliver well-documented solutions and provide the training needed for your team.

  • Security & Ethics by Design

    Security and ethical data principles are integrated from the very beginning of the design process, not as an afterthought.

  • Built for the Field

    Solutions architected for resilience and performance, prioritizing accessibility and usability even in low-bandwidth settings.

  • Dedicated & Managed Infrastructure

    For projects requiring robust performance and data sovereignty, I offer secure managed hosting on a private hybrid cloud.

From the blog

Field notes and analysis.

See all articles
  1. Hand-drawn illustration of a tall stack of annual reports with two groups of people standing on either side of it
    14 Sep 2026

    The Cost of Humanitarian Evidence: $60 Million for the Whole Planet

    A practitioner's guide to the humanitarian sector's flagship publications — which one answers which question, how to quote them without getting caught out, and what the whole evidence base costs compared with what the world spends knowing about television ratings.

  2. Illustration of two people reaching through a cloud between rows of server racks to exchange documents, a laptop and a key
    31 Aug 2026

    Do No Harm Starts With Where You Keep the Data

    NGOs, sovereignty and the cloud. This is not a drill.

  3. Illustration of three people browsing shelves in a library
    21 Aug 2026

    Adding Bangla, Swahili and Hausa to a sovereign humanitarian assistant

    Three Languages, One Measured Pipeline — and what it taught us about measuring before building.

Start here

Tell me what you need.

Pick a track — write, build, or train — and I'll send a tentative estimate after a quick review. No obligation.

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