We design and build full AI platforms you own. We incubate ventures that prove what’s possible. And we export governance frameworks that keep everything safe, observable, and compliant.
Exploring what’s possible. Engineering what’s responsible.
Bespoke, security‑first AI systems, built under your stack and license. You own the code, infra, and runbooks.
We spin up products to validate hard markets—then keep or spin out as self‑standing companies.
ACR Framework™ and reference kits for governance, logging, drift detection, and audit‑ready evidence.
An engineering‑first venture studio. We’ve shipped enterprise AI platforms, open‑sourced tooling, and stood up ventures in security, hiring integrity, and resilience.
Fixed‑scope builds, acceptance criteria, and SLAs—not timecards.
Private repo, IaC, model cards, eval harness, and runbooks—transferred day one.
Identity binding, policy gates, drift detection, evidence logs—baked into the platform.
We build full AI platforms that your team can run in‑house. Typical programs include:
Standardized, measurable, and transparent—so you always know progress and quality.
Problem brief, risks, success metrics.
Artifacts: brief, risk register, KPI baseline.
Architecture, data maps, controls, evals.
Artifacts: diagrams, schemas, eval plan.
Repo, IaC, CI/CD, model cards, logging.
Artifacts: code, pipelines, tests.
Acceptance tests, canaries, SLOs.
Artifacts: results, tuning report.
Training, runbooks, license transfer.
Artifacts: runbooks, warranty, docs.
Owned platforms cost less over time, integrate deeper, and stand up to audits.
Eliminate per‑seat SaaS fees and reduce vendor risk with an owned stack.
Evidence‑grade logs and decision trails make audits and root‑cause analysis simple.
Identity binding, policy gates, and drift detection reduce business and legal risk.
ACR Framework™ is our internal controls methodology—applied to every build to ensure identity binding, policy enforcement, drift detection, observability, containment, and human oversight.
Signed actions, purpose tags, and provenance per request.
RBAC/ABAC, content/PII gates, privacy budgets, and rate limits.
Eval suites per release, canaries, kill‑switch and rollback.
Structured logs, trace IDs, prompt/response diffs, evidence export.
Fallbacks, circuit breakers, budget guardrails, feature flags.
Approval gates for high‑risk actions and full audit trails.
We incubate and spin out products that validate hard problems. Here are a few.
Hiring Integrity Platform—real‑time risk detection, evidence bundles, and compliance scoring.
Read caseOpen‑source tabletop platform—scenario injects, timing, and IRP alignment checks.
Read caseAI governance reference kits—controls, policies, and evaluation harnesses.
Read caseMeasurable outcomes from recent builds and ventures.
One critical workflow, acceptance criteria, running environment, and full handover. Credit your pilot toward the full program.
Build your platform, join one of our ventures, or license our frameworks. Tell us your goal, constraints, and timeline.