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Sociable Systems
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The practice

I read it the way a hostile reviewer will, before a lender or a court does.

You get a written memo on which claims hold, which are soft, who can enforce them, and what to fix first. Five working days. Fixed, published fee. No retainer.

Worked sample · The Reference Check
Public record

South Africa’s draft National AI Policy

Withdrawn over fabricated citations. All 67 references re-swept across five indexes.

confirmed
15
contradicted
3
mismatched
7
not found
5
  • #33
    Karr & Smith (2023), Journal of African Law 67(1)Fabricated

    No such article in the cited issue. Unreported until this sweep.

  • #8
    Brynjolfsson & McAfee (2017), Harvard Business ReviewReal · index erred

    Real. Matched to a 1986 paper on business management.

  • #44
    National Advisory Council on Innovation (2025)Real · unindexed

    Real. Grey literature that no scholarly index holds.

Read the full sweep →

When to call

The system is already moving. The question is whether anyone can still notice it and repair it.

Vendor claim before contract.

A tool promises better scoring, screening, routing, or monitoring. The briefing asks what the model hides, automates, and pushes onto people.

Automated summary before sign-off.

Compliance notes, field reports, interviews, or grievances are being turned into short summaries that may miss the red flags.

Low complaint volume before reassurance.

A dashboard says the channel is quiet. The briefing asks whether the channel is safe, usable, trusted, and able to preserve the original signal.

Most failures arrive as smoothing and polite dashboards.

The sequence every read follows
  1. 01
    Claim

    What the document says will always or never happen.

  2. 02
    Signal

    What evidence would show it happening, or not.

  3. 03
    Compression

    Where summaries and dashboards smooth the signal away.

  4. 04
    Authority

    Who can stop the work, and whether they know it.

“She works the social and technical sides of a system with equal fluency, and reads governance for where accountability actually fails rather than the obvious places.”

Field-tested in

ESG, safeguards, grievance, audit, social performance.

See case examples →

Fixed-scope work

Most are bought outright by card, followed by a private document intake. Nothing requires a discovery call.

Custom advisory for decision architectures already under strain is scoped in writing through the enquiry form. The free anchor under the reads is AI in Safeguards Work: An Interim Protocol.

Try it live

Find your door

Describe the live AI-shaped pressure you are facing and get routed, in real time, to the fixed-scope offer that fits it.

Pick the door by the pressure, not the product name.

About ten seconds.

Ask about advisory

Answered from the practice's own material, with sources.

Start with one live decision your team already has to stand behind.

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