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The trick: Lab Not Field

The Home Office piloted AI summaries of asylum interviews and reported 23 minutes saved per case with 9% inaccurate.

After rollout, 45 of the 203 summaries experts checked failed. They checked about 0.3% of them.

Issue 5929 October 202610 receipts3 min
A lone inspector lifts one sheet with tweezers from a flood of summaries rushing past on a conveyor belt.
AI illustration

The Home Office's pilot evaluation said AI interview summaries could save 23 minutes per case, with 9% found inaccurate.

Before you read on. Your call?

After rollout, Home Office experts failed 45 of 203 sampled summaries, 22%, per figures Open Rights Group obtained.

The twist

Those 203 were about 0.3% of the summaries produced, and a summary that omitted details could still pass.

45 of 203Summaries that failed the first-stage expert check after rollout
9%Summaries found inaccurate or missing information in the 2024 pilot
0.3%Share of April to July 2026 summaries that experts checked
23 minutesPilot time saving per case on transcript review

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The trick has a name

We call it Lab Not Field: it works in the test conditions, not the deployed ones. You'll see it again. Learn to spot it →

Say this in tomorrow's meeting“The Home Office's asylum AI saved time in a pilot, but after rollout experts failed 45 of the 203 summaries they checked, and they checked about 0.3% of them.”

Receipts

  1. Supports gov.uk: the pilots suggest that the ACS tool could save 23 minutes per case when reviewing interview transcripts
  2. Supports gov.uk: On average, the test group reviewed transcripts 23 minutes quicker than the comparison group (a 32% time saving).
  3. Supports gov.uk: A small proportion of summaries produced (9%) were deemed to be inaccurate or had missing information
  4. Context gov.uk: full evaluation after deployment is recommended to capture the impact of the tools
  5. Refutes theregister.com: 45 of 203 AI-generated interview summaries failed initial expert checks after the system was rolled out in April 2026.
  6. Context openrightsgroup.org: Just 0.3% of total generated summaries between April-July were checked by Home Office Subject Matter Experts (SME).
  7. Context theregister.com: While those figures don't prove that AI caused the slowdown
  8. Context theregister.com: summaries could pass the checks even if they omitted important details, as long as the information they did include was accurate.
  9. Context theregister.com: The Home Office did not respond to The Register's questions.
  10. Refutes theregister.com: That's a 22 percent failure rate, compared with the 9 percent rejection rate recorded during the original pilot.

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