Methodology
The ADF Pipeline
Standard methodology for multilingual annotation and reference-set production.
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Research · Frameworks & Benchmarks
These are not twelve products. They are one architecture — the Lapis Stack — and the named parts that make it run.
Frameworks & Benchmarks is the firm's published body of method and measurement: the Lapis Stack — the architecture that binds every capability — and the protocols, methodologies, benchmarks, indices, and standards that operate within it. Each is named, specified, and held to the firm's evidentiary standard. Together they are how an institution does, in a discipline, what individuals cannot.
The Binding Architecture
A firm has a toolkit; an institution has an architecture. The Lapis Stack is that architecture — the single, layered structure that binds the firm's capabilities into one system rather than a collection of services. It has four layers: a Linguistic Foundation of the 24 languages and their dialect bands; the Methods that turn that foundation into work; the Measures that quantify whether the work holds; and the Validation that signs off on it. Every framework on this page belongs to one of those layers.
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Complexity, orchestrated — capabilities resolving into one governed architecture.The Principle
One architecture. Named in its parts.
The Lapis Stack binds the firm's capabilities; the frameworks below are how each layer is made real — and held to account.
The Frameworks
Standard methodology for multilingual annotation and reference-set production.
Read →Afghan Patient Access Pathways framework for care navigation.
Read →IRB/OHRP-compliant standard for Afghan diaspora clinical research.
Read →Annual benchmark measuring linguistic parity in Afghan-language AI.
Read →Multilingual speech AI benchmark across Afghan languages and dialects.
Read →Standardized score for court-qualified interpreter deployment.
Read →Longitudinal standard for measuring Afghan resettlement outcomes.
Read →45 C.F.R. § 92 readiness assessment for healthcare institutions.
Read →Five-stage quality assurance from ingestion through delivery.
Read →Cultural compliance certification issued by the Cultural Compliance Bureau.
In development →CCB-validated methodology for detecting culturally inaccurate AI outputs.
Read →Layer I — the Linguistic Foundation of 24 languages and their dialect bands — is the base the whole architecture rests on; it is detailed on the Lapis Stack and the Afghan Language Stack, not catalogued here as a separate instrument.
Using Them
Each framework here is a published part of how the firm works, not a marketing label. The methodologies and protocols are documented; the benchmarks and indices have defined methods and report by dialect band; the standards map to recognized external requirements.
Where a framework's methodology is set out at length, it appears as a White Paper; where it governs the firm's operations, its full treatment lives in the Operating Model. This page is the index to all of it — the single place the architecture and its parts can be seen together.
One body of work, seen together.
The architecture and its twelve named parts, in one place.
Cite the framework.
Each is named and specified; the methodology behind it is documented where it lives.
Adopt or assess against it.
Frameworks and standards an institution can be measured against, or adopt — routed through the firm.
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Afghan languages & dialect bands
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security incidents
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senior-led engagements
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Trust Center documents
Complexity, Orchestrated
Data resolving into a governed pattern.
The same architecture that orders the firm's work orders this page — foundation, method, measure, validation.
Continue
Briefs, the regulatory watch, papers, and founder letters.
Explore →The measured results these frameworks produce.
Explore →Newsroom, events, and thought leadership.
Explore →← The full operating architecture lives in the Operating Model.
For researchers, standards bodies, and institutions that want the firm's method and measurement as a body of work — named, specified, and open to scrutiny. Briefings are conducted under NDA, in Washington, D.C. or virtually.
Request a briefing