FICTIONAL / SYNTHETIC DEPLOYMENT MODEL. "Forge Property Management" is an invented customer. No real customer data was used and no real production results are claimed. All figures come from a deterministic synthetic corpus and stated illustrative assumptions.
100,000 Work Order Simulation

Limitations

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LIMITATIONS — forge-pm-work-order-sim

FICTIONAL / SYNTHETIC DEPLOYMENT MODEL. Read this first. Everything below is a
disclosed seam — a place where this study is simulated rather than live.

DISCLOSED_SEAM — Fictional customer

"Forge Property Management" does not exist. There is no real customer relationship, contract, deployment, or case study. This is a synthetic deployment model built to size an opportunity honestly, not a record of real work.

DISCLOSED_SEAM — Synthetic data

All 100,000 work orders are machine-generated by a seeded PRNG (src/enterprise-synth.mjs) with a ground-truth answer key. Properties, units, tenants, vendors, timestamps, costs, and descriptions are invented. Reported accuracy is measured against the synthetic key; real tenant text is messier and more varied, so absolute accuracy in a real deployment would differ.

DISCLOSED_SEAM — Simulated operations & ROI

Manual handling time (8 min/order), exception review time (5 min/order), coordinator cost ($38/h), implementation cost, and platform cost are **stated illustrative assumptions** (assumptions.json), not measured production figures. The ROI is a transparent model driven by the measured auto-action rate plus those assumptions — it is not a realized financial result.

DISCLOSED_SEAM — In-process infrastructure

Persistence uses the real PostgreSQL engine via PGlite (in-memory for this run), and dispatch crosses a real gRPC/HTTP2 wire to a Node service on localhost. An external managed PostgreSQL (DATABASE_URL) and a Go gRPC dispatch service implementing proto/dispatch.proto are wire-compatible, but are not exercised here.

DISCLOSED_SEAM — Lexicon classifier, not an LLM

The classifier is a deterministic keyword-lexicon model chosen for auditability. The production design swaps an LLM behind the same interface; that swap and its accuracy on real text are unverified here.

DISCLOSED_SEAM — Enterprise non-functional controls not in scope

Identity/SSO, RBAC, tenant isolation, audit retention policy, and security/compliance review are out of scope for this simulation and would be required (and Proof-Layer weighed) before any real production claim.

What is NOT claimed

  • No real production performance.
  • No realized savings.
  • Not CERTIFIED and not PRODUCTION_VALIDATED (the Proof Layer assigns the state;

the fictional-customer seam blocks those by design). The simulation-tier label is FICTIONAL_DEPLOYMENT_MODEL_CERTIFIED — internally validated and reproducible only.