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Interactive demo: same memory, different models

Live method, frozen outputs. Evaluation runs as a Paid Pilot (invite-only; no free trials).

We’ll show one thing in ~60 seconds: the same memory producing comparable answers across two models with receipts you can audit. Methods (slice format, prompts, validator) ship in the Pilot pack.

See the compare Receipts zoom Request Paid Pilot

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1 Compare (60s)

Frozen outputs from two leading models. Same inputs → same story.

Models shown: Claude and GPT. We version pass criteria and include a manifest with hashes in the Pilot pack. Last updated: 2025-09-04.

Claude: Frozen output

Captured: 2025-09-03 
{
  "summary": "Plan B was paused due to low ROI; since then the custom parser was cut to reduce latency/vendor risk; proceed with pared-down MVP.",
  "timeline": [
    {"ts":"2025-06-03","what":"Plan B paused","who":"E.","why":"ROI too low"},
    {"ts":"2025-06-19","what":"Cut custom parser","who":"R.","why":"Latency + vendor risk"}
  ],
  "next": "Ship pared-down MVP without the custom parser"
}

GPT: Frozen output

Captured: 2025-09-03 
{
  "summary": "Plan B halted for poor ROI; later the custom parser was removed for latency/vendor concerns; move forward with an MVP that excludes it.",
  "timeline": [
    {"ts":"2025-06-03","what":"Plan B paused","who":"E.","why":"ROI too low"},
    {"ts":"2025-06-19","what":"Custom parser removed","who":"R.","why":"Latency + vendor risk"}
  ],
  "next": "Launch MVP excluding the custom parser and track cycle time"
}
  • PASS: same two timeline events (ts/what/who/why) and an action-first “next” aligned with the objective.
  • Observed pass-rate (internal runs, last 30 days): ≥ 90% using our validator; details in the manifest (Pilot).
  • Receipts: each run carries who/what/when/source for auditability.
Request Paid Pilot (pack includes slice format, prompts, validator, manifest)

Notes: outputs are representative and frozen; live models evolve over time. Pass criteria are versioned.

2 Receipts (what the model saw)

Timestamped notes capture lineage. Examples shown with synthetic identifiers; full receipts ship in the Pilot pack.

who
E.
what
Plan B paused
when
2025-06-03
source
internal channel
who
R.
what
Custom parser removed
when
2025-06-19
source
ticket #4821

Every event in a slice can carry receipts (who/what/when/source) to support audits and handoffs.

Request Paid Pilot (full receipts + manifest)

3 Methods (Pilot only)

The slice format, model prompts, and JSON-only validator live in the Pilot pack.

Slice format

Pilot only
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Model prompts & JSON validator

Pilot only
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Under the hood

Pilot only
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  • Works with: GPT, Claude
  • Optional connectors (Pilot): Jira, Notion, Slack
  • Air-gapped evaluation: supported
  • Data flow: runs in your accounts; no training on your content; EU data-residency respected; DPA available

Ready to evaluate?

Get the slice format, prompts, validator, and manifest in the Pilot pack.

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