Blog.

Capability guides for the people who ship AI under their own engagements. Federal contractors, commercial system integrators, and service firms. Architecture, compliance, when something is the right call, and when it is not.

Capability guides

What AI looks like when it ships.

One pillar per capability. Each one covers architecture, the compliance bar, when it works, when it does not, and what a delivered build actually contains. Audience-specific deep dives follow each pillar.

Browse by audience

Find the playbook for your sector.

Each pillar collects every deep-dive we have published for that audience - sector pages on architecture, compliance, procurement paths, and use cases. Pick yours.

Latest writing

Recently published.

New deep-dives from across the verticals. For the full archive in a sector, use the audience pillars above.

Capability Guide · Pillar

Agentic AI Workflows as a Delivered Capability

The 5-stage agent loop - plan, act, observe, decide, commit. Architecture patterns, framework choices, deterministic-first design, governance rails, and the discovery sprint.

Capability Guide · Pillar

RAG & Knowledge Systems as a Delivered Capability

The 5-stage RAG playbook - corpus, chunk-and-enrich, index, hybrid retrieve, generate-with-citations. Vector vs graph vs agentic patterns, evaluation, and the discovery sprint.

Capability Guide · Pillar

AI-Ready Data as a Delivered Capability

The 5-stage pipeline, data quality framework, vector + lakehouse architecture (Databricks, Snowflake, AWS, Azure), governance, and the discovery sprint.

Capability Guide · Pillar

AI Governance & ATO as a Delivered Capability

NIST AI RMF, OMB M-24-10, FedRAMP-aligned models, the eval pack that gets you through agency review, and the discovery sprint.

Capability Guide · Pillar

AI Case & Ticket Triage as a Delivered Capability

Four modes, architecture, platform integrations (ServiceNow, Zendesk, Salesforce, Jira, Freshdesk), compliance, ROI, and the discovery sprint.

Capability Guide · Pillar

AI Agent Assist as a Delivered Capability

What agent assist looks like when it actually ships. Four modes, architecture, latency budget, platform integration patterns, compliance bar, ROI, and the discovery sprint.

Cities & Municipalities

AI for Trash & Recycling Calls

AI voice for city sanitation - missed pickups, schedule lookups by address, bulk item requests, holiday shifts. Integrates with Recycle Coach.

Cities & Municipalities

AI for Property Tax Inquiries

AI voice for city & county property tax calls - due dates, payment status, installment plans, PCI-safe payment handoff. Tyler Munis, PayIt.

More from the archive

Deep dives worth bookmarking.

Vertical sub-articles and the long-form workflow guide. Specific use cases inside larger pillars.

Workflow
AI Workflow — The Complete 2026 Guide
The long-form playbook for designing custom AI workflows, end to end.
Behavioral Health
AI for Crisis Line Operations
How crisis lines use AI for triage, escalation, and callback scheduling.
Behavioral Health
AI Intake Forms for Behavioral Health
Conversational intake that fills the forms without losing the human touch.
Behavioral Health
AI for Group Therapy Scheduling
Managing recurring multi-patient sessions, waitlists, and no-show recovery.
Behavioral Health
AI for Substance Use Treatment Centers
Intake, insurance verification, and admission scheduling for treatment programs.
Dental
AI Scheduling for Dental Practices
Hygiene recall, new-patient booking, and emergency triage for dental offices.
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