Qori Labs

A research initiative in Cusco, Peru

Can someone in Europe verify a delivery made in Peru?

We’re testing a simple way to check, from far away, that the record of a delivery was made on the day it happened and hasn’t been changed since.

  1. In Peru, on the day

    The delivery is weighed and written down. The farmer and the collection point each keep a copy.

  2. That evening

    A summary of the day’s records is sent to two people outside the collection point.

  3. In Europe, later

    Anyone can check that the records still match that summary.

Figure 1. The method being tested.

It can show that a record wasn’t changed. It can’t show the weight was right, or where the farm is. Those need other evidence.

Our mission

To make the first moment of every supply chain provable: held by the people who grow, trusted by the people who buy.

  • In service of communities. Producers own the records, and help shape the rules.
  • Open by default. Methods are published. Records never are.
  • Honest about limits. Every finding says what it can’t show.

The problem beneath the problems

Buyers are asked to prove many things. Trace each one back, and it arrives at the same place.

  • Due diligence under EU deforestation rules
  • Backing up the claim on the label
  • Answering an auditor or a customer
  • Paying premiums to the right farms
  • Spotting volume that couldn’t have grown there
  • Trusting documents AI can now fake

What happened at the scale?

The moment every claim depends on, and the one the paperwork never sees.

Certificates, maps and invoices describe farms and paperwork. None of them was at the scale.

Meanwhile, EU rules on deforestation-free products make importers of coffee and cacao answer for where each lot was grown, and claims on packaging face tougher rules in both the EU and the UK.

One question, four lines of inquiry

To answer the question, the research tests four smaller ones. Here is where each stands.

  1. 1

    Can the farmer hold the proof?

    1. Done: Designed
    2. Done: Tested in simulation
    3. Not yet: Tested in the field, 2027
    4. Not yet: Findings published

    So farChecking farmers at random misses a single altered slip most of the time. In simulation, checking 8 of 39 farmers missed it about four times in five. So each farmer’s own copy is what protects each delivery.

  2. 2

    Can a record survive the people who keep it?

    1. Done: Designed
    2. Done: Tested in simulation
    3. Not yet: Tested in the field, 2027
    4. Not yet: Findings published

    So farIn simulation, the day’s summary caught every rewrite we tried. We also found a hiding place: swapping in another farmer when slips go missing. So a chosen farmer is never swapped.

  3. 3

    Does it work where there’s no signal?

    1. Done: Designed
    2. Not yet: Tested in simulation
    3. Not yet: Tested in the field, 2027
    4. Not yet: Findings published

    So farDesigned for one text message a day from a basic phone. Planned next: simulating lost and late messages, then the field.

  4. 4

    Can you check it yourself?

    1. Done: Designed
    2. Done: Tested in simulation
    3. Not yet: Tested in the field, 2027
    4. Not yet: Findings published

    So farAnyone can recalculate the summaries with free tools. Try it on the worked example.

What the research produces

A short verdict for each lot: specific, signed and honest about its gaps. A buyer can keep it with their own records, and a producer can see exactly what was claimed.

Lot QL-0001

Coffee, parchment, 1,350.0 kg from three deliveries

Sample
  • ProvenBoth copies of every delivery receipt match.
  • ProvenThe collection book still gives every day’s summary that the co-op office and the board member received.
  • ProvenThe deliveries add up to the lot: 1,350.0 kg.
  • Not ProvenWhere the farms are. No field visit is on record yet.
  • Not ProvenThat the land is legally held. No land papers have been reviewed.

Not covered by this sample: the scale’s daily test weight, whether each farm could grow what it delivered, deforestation, payments and quality.

A summary shows a record hasn’t changed since the day it was made. It can’t show the record was true when it was made, which is why the copies and the kilos are checked too.

It works alongside what buyers already have: farm maps show where farms are, certificates show how they’re run, and delivery records show which farms’ deliveries made a lot.

In service of communities

This research is done with producer communities, not on them. Six principles guide it.

  • Producers own the records.

    Every farmer keeps a copy of every receipt. Records stay with the producers and their co-op.

  • Consent is a process, not a signature.

    Nothing is shared without written consent, and consent can be withdrawn at any time.

  • Findings go to communities first.

    Everyone who takes part reads the findings first, and producers read them in Spanish.

  • Producers never pay to be recorded.

    And no one’s records are ever sold.

  • Every word is tested with the people it describes.

    Before a term reaches producers, we check how it sounds to them.

  • A person signs.

    Software helps check the evidence. A named person is accountable for every verdict.

These principles draw on the CARE principles for Indigenous data governance, as set out in David Bentley’s Framework Protocol (2025).

Sus registros son suyos. Para productores, en español

Where the research is

Qori Labs is research, not a finished product. Here is the plan, and where we are in it.

  1. Now

    October to December 2026

    Talking to buyers about how they prove origin today, visiting co-ops near Cusco, and testing the method in simulation.

  2. A first pilot

    Early 2027

    Agreeing one free pilot with one co-op and one buyer that already works with it.

  3. Findings

    March 2027

    A short research summary. Everyone who takes part reads it first.

  4. First field season

    2027 harvest

    The first deliveries recorded at the source, both copies kept, sealed every evening.

Who’s behind it

Qori Labs is run by David Bentley, a British systems engineer who lives in Peru’s Sacred Valley, near Cusco. He builds offline tools for places without signal, has field-tested them in a highland community at about 4,300 metres, and has published eight papers and draft standards on offline evidence and community data governance. When you write, you reach David.

About Qori Labs

Based
Sacred Valley, Cusco, Peru
Published
Eight papers on Zenodo, 2025 to 2026
Run by
Higher Self Forge Ltd, England and Wales
Independent
Not part of UNSAAC or LAAD

Help answer the question

Tell us how you prove where your coffee or cacao came from today. If you work with producer communities, we’d like to hear from you too. A reply by email or a 20-minute call is enough.

Everyone who takes part reads the findings first. The first phase is free, and ‘no thanks’ is a perfectly good answer. First field season: the 2027 harvest.