Returned with the deficiency named
- Insufficient metadata
- Contaminated audio
- Missing consent fields
Layer I turns contribution into licensable assets. Layer II generates the demand. Layer III supplies compliant capacity at a price that demand can bear.
Contributions arrive in five classes, and the class decides how the work is reviewed. Treating them uniformly would over-constrain the verifiable classes or under-constrain the subjective ones.
Speech, transcripts and dialect variants with a metadata envelope. Verified largely mechanically: signal checks, agreement between two independent transcribers, duplicate detection.
Labelled entities, classification and structured extraction. Verified by sampled re-annotation and inter-annotator agreement against a domain-specific threshold.
Pairwise ranking, preference elicitation and error identification over model output. Reviewed by panel agreement statistics — and the source of the flywheel signal.
Parallel text verified through round-trip checks and consistency scoring against a reference subset.
Procedural, regulatory, agricultural, customary and administrative knowledge as Q&A or decision trees. Verified by subject-matter review — the costliest method and the highest tariff.
Assigned to the peer review pool. Class is contestable during the challenge window.
Required independent reviews received. The tariff is escrowed, not transferable.
An Adjudicator confirms or escalates. On confirmation the challenge window opens.
The window closes without a sustained challenge. Credit becomes withdrawable.
Most rejected submissions are defective rather than fraudulent. Treating both identically would train contributors to stop after their first mistake.
Earned through scored adjudication against a held-out set, and degraded when a validator diverges from panel consensus. Competence in one low-resource language grants nothing in another.
Scales with adjudication volume and inversely with recent accuracy — so the most reliable validators are also the cheapest to operate.
False validation returns the bond to the harmed party. Fabricated adjudication is burned. Procedural breach routes to treasury. A single penalty pool would turn slashing into a cost of doing business.
Low-resource languages are low-resource partly because qualified validators are scarce. Tiered validation, cross-language panels for closely related varieties and a treasury-funded validator programme change the slope of this constraint. None of them removes it.
Non-commercial use. The lowest tariff and the narrowest redistribution rights.
Derived weights permitted; redistribution of the corpus itself prohibited.
Onward sale permitted, with the highest tariff and a downstream reporting obligation.
For health, financial behaviour or identifiable attributes, the licensee submits a job into a controlled environment inside the residency perimeter and receives aggregate results — never the corpus.
Withdrawal removes a corpus from future licensing, deletes it from active storage and blocks new derived assets. It cannot recall weights already trained — so consent scopes define training use at the point of contribution.
Splits shift by tariff class against a published band. Licensees negotiate against the band rather than a bespoke deal — which shortens contracting and removes the most common source of dispute.
A business sits below the threshold when acquiring, configuring and maintaining enterprise software costs more than the workflow it would automate. Many run real inventory, receivables and counterparties — they lack the margin per transaction to absorb implementation cost.
An order confirmation or payment reminder saves a fraction of a currency unit. Per-seat software cannot earn its cost at that granularity.
The owner runs most functions personally. A sentence spoken between two other tasks beats a login and a dashboard.
Any assumption of desktop access, stable bandwidth or peripherals excludes most of the category.
Can the task be done in fewer owner-seconds than the manual alternative?
A voice-primary interface should lift trial-to-retention more than any gain in task accuracy. Measured separately for voice-primary and text-primary cohorts within the same operator.
Voice is the primary input surface. Parsing tolerates ambiguity instead of guessing, and every stage that can commit the user to an obligation passes a confidence gate set by consequence class.
The raw utterance is kept alongside its normalisation — it is contribution material.
Action type and slots extracted; every unfilled slot is flagged.
A sequence is drafted against a capability template.
Scored on slot completeness and the template's history for this user.
Only ambiguous or consequential fields are shown for confirmation.
External systems bound to the template are called.
Returned state is compared with intent; divergence is logged as a failure record, never silently corrected.
A domain advances only after measured accuracy over a defined task volume. An operator can serve one vertical at level four and another at level two — an aggregate score would let a strong domain carry a weak one into a failure class it has not earned.
Drafts, catalogue translation, thread summaries. Nothing is committed.
Transactions, inventory state and receivables. Records become the basis for later decisions.
Follow-ups, confirmations and dispute responses. A confirmation gate is mandatory regardless of confidence.
Supplier orders, delivery schedules and settlement terms. Gated on operator bonding.
Coordination across systems never designed to interoperate. Presented as a future option.
Inference scales with volume and is bounded by mesh pricing. Orchestration rises in steps with template count. Settlement fees fall as ticket size rises. Support is the residual — and the component that decides whether the model works.
Support clusters in the first 60 days per enterprise. Distribution runs through aggregators — distributors, trade associations, payment providers with merchant bases — and selling level-four capability before level two has cleared is prohibited at the operator level.
A material share of demand cannot lawfully route certain data across certain boundaries. A counterparty unable to use cross-border inference will pay a premium for compliant inference — bounded by the cost of the alternative, which is often building nothing at all.
Usually absolute residency rules — non-compliant providers are excluded, not penalised.
Bound by consent scopes, enforced at licence issuance rather than execution.
Least constrained, most valuable per unit — run wherever cost is lowest.
High-throughput baseline capacity near the densest enterprise concentration.
Satisfy residency boundaries and distant contributor populations at higher unit cost.
Pre-processing, normalisation and residency attestation — no frontier workloads.
Aggregated regional capacity reaches a lower cost per unit at moderate utilisation, because operators have already borne the hardware capital cost. At high utilisation, scheduling overhead and reliability variance invert the advantage.
Above the band, unconstrained workloads route to external capacity while the mesh is reserved for residency-constrained work — preserving the Layer II subsidy at the cost of ceding the commodity segment.