Governed AI Systems

From AI Opportunity to Governed Business Outcome.

EF Studio identifies the work worth automating, builds AI workflows and agents, proves they work, and operates them with evidence, controls, and accountability.

EF Delivery System

DiscoverOpportunity identified
BuildSystem implemented
AssureEvidence verified
OperateContinuously improved
Discover
Build
Assure
Operate
How EF creates value

One lifecycle. Four disciplines.

AI should not enter the business as another disconnected tool. Opportunity discovery, engineering, assurance, and operations are treated as one controlled system.

01

Discover

Find where AI creates measurable value before implementation.

02

Build

Turn selected opportunities into durable workflows, agents, and applications.

03

Assure

Test permissions, evidence, controls, and failure modes before production.

04

Operate

Monitor deployed systems and continuously improve reliability and cost.

Core solutions

Productized engagements. Defined outcomes.

Each engagement begins with a bounded problem and ends with an explicit decision, implementation, or evidence package.

AI Workflow Assessment

From $1,500

Map the workflow, quantify opportunity, assess AI suitability, and prioritize implementation.

Explore Assessment →

AI Governance QuickStart

From $3,000

Convert governance principles into inventory, ownership, permissions, approvals, incidents, and lifecycle evidence.

Explore Governance →

Automation-in-a-Box

From $5,000

Implement one complete workflow with integrations, tests, controls, documentation, and handoff.

Explore Automation →

Governed AI Agent

From $7,500

Deploy a business-role AI worker with bounded authority, knowledge, evaluations, monitoring, and escalation.

Explore AI Agent →

Vibe-to-Verified

From $7,500

Turn an AI-built prototype into production-ready software with engineering and release evidence.

Explore Productionization →
Flagship differentiator

Before your agent gets autonomy, prove it deserves it.

Agent Assurance reviews what the agent can reach, what it can do, how it behaves under attack or uncertainty, and whether controls support the intended production use.

See Agent Assurance
01Identify intended use and authority
02Test permissions and tools
03Challenge evidence and behavior
04Remediate material findings
05Issue PASS / CONDITIONAL / FAIL decision
Operate, monitor & improve

Recurring services after deployment.

Managed AI Ops

From $1,500/mo

Monitor failures, regressions, model/provider changes, knowledge freshness, costs, incidents, evaluations, and control evidence.

Competitive & Opportunity Radar

From $299/mo

Track meaningful competitor, customer, technology, market, review, and trend changes—then explain what matters and what to do.

Managed Research Desk

From $750/mo

Decision-ready research for markets, vendors, technologies, product opportunities, patent landscapes, and strategic questions.

Why EF

Designed for replaceability, evidence, and control.

Vendor-neutral

Work across commercial and open-source model/runtime providers without making one provider the architecture.

Evidence before autonomy

Important actions are tied to tests, sources, completion criteria, and defined authority.

Permission-bounded agents

Agents receive only the tools and systems needed for the mission.

Built to be tested

Workflows, agents, skills, and integrations are designed for evaluation before and after release.

Human control where it matters

Approval boundaries follow business impact and operating risk.

Built for replacement

Models, runtimes, crawlers, and third-party providers remain replaceable components.

Low-friction entry

AI Opportunity X-Ray

Submit your company, website, market, and goal. Receive a concise opportunity view covering customer pain, competitive gaps, automation opportunities, AI use cases, top growth opportunities, and a recommended next experiment.

Start X-Ray Intake
$99

Entry product → Workflow Assessment → Implementation → Managed AI Ops