Government
AI Strategy for Small Government Contractors
Choose a repeatable task where better retrieval or integration would improve delivery. Define the current baseline, approved information, and a small acceptance test.
Insights
Articles from Sprinklenet on AI governance, AI strategy, enterprise knowledge management, and government contracting.
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Testing AI Systems on Synthetic Data Before Using Real Data
How to evaluate an AI system on invented documents with known correct answers before real records are shared, and what that testing cannot prove.
How to Build a Governed AI Sandbox
A sandbox needs an approved data policy, named users, budget limits, restricted tools, and a clear exit path.
From Help Desk Tickets to Internal AI Assistants
Choose one recurring ticket type with a maintained knowledge source and a clear owner.
Government
AI Compliance Workflows for Federal Finance Teams
Consider a policy-research workflow that assembles relevant source passages for a finance reviewer. The reviewer records the applicable guidance, unresolved facts, and decision.
Data Pipeline Priorities Before Launching Retrieval
Before building the index, select a representative document set and test extraction, source identifiers, access rules, updates, and removals.
The Case for Model-Agnostic AI Architecture
A provider adapter reduces code changes, but it does not make models interchangeable.
How to Design Human Review for Agentic Automation
For each action, define who may request it, what the reviewer sees, and what the system does after approval or rejection.
Government
GovCloud vs. Commercial Cloud for AI Workloads
Compare the proposed application boundary before the cloud label.
Vendor Due Diligence for AI Implementation Partners
Due diligence should test architecture, security thinking, production experience, and evidence of delivery.
AI Change Management for Knowledge Workers
Begin with the tasks users already perform and the decisions they remain responsible for.
Building AI Systems That Can Cite Their Sources
A citation should let the reader inspect the passage that supports a claim.
Sprinklenet AI Newsletter
Most weeks I send one short read on enterprise AI: what’s working in real deployments, what’s not, and what I’d do in your seat.
Jamie Thompson, Founder and CEO