New · AI Governance

Your AI agents are already working inside your company.
Can anyone see them?

Business teams are building AI agents faster than IT and compliance can govern them — often on personal ChatGPT and Claude accounts, touching data no one is tracking. Agent Governance by Design gives you visibility and control without killing the productivity that drove adoption in the first place.

Built by Data 2 Business · IBM & Snowflake partner · Governance-first delivery

The blind spot

AI adoption is outrunning
AI governance.

Across mid-market organizations, employees and business units are adopting AI assistants and building agents faster than anyone can govern them. Unlike a chatbot, an agent acts — it chains tasks, calls tools, and touches multiple systems. An ungoverned agent is an unsupervised digital worker.

No inventory

IT can't say how many agents exist, who owns them, or what data they touch.

Uncontrolled data exposure

Sensitive data flows into external AI tools through personal accounts, outside any enterprise agreement.

Regulatory liability

Unmonitored AI use can breach record-keeping, supervision, and privacy obligations — even with no data breach.

Ungoverned autonomy

Agents take real actions in real systems, with no guardrails and no audit trail.

20%
of organizations suffered a breach involving shadow AI.
+$670K
average added cost of a shadow-AI breach vs. organizations with little or no shadow AI.
97%
of organizations with an AI-related incident lacked proper AI access controls.

Source: IBM, Cost of a Data Breach Report 2025.

The instinctive fix — ban the tools — reliably fails. Prohibition doesn't stop usage; it pushes it underground, and punishes your most productive people.

Our point of view

Governing AI agents is a technology problem and a human problem.

Shadow AI exists because it works. People adopted these tools to do their jobs better. Any governance model that takes that capability away — or buries it in approval bureaucracy — meets resistance, quiet non-compliance, and workarounds. So we solve for both sides at once.

Governance engineering

Agent inventory, risk-tiered policy, observability, guardrails, and access control — implemented on enterprise-grade technology, with IBM watsonx.governance as our reference platform.

Design Thinking

We start from the people who use and build agents today, understand why they went around IT, and co-create the governed path with them — so the compliant way to work is also the better way to work.

Governance that ignores how people actually work doesn't get followed. It gets worked around.
The engagement

Four phases.
Start with one.

Each phase delivers standalone value and a natural decision point. Most clients start with a fixed-scope, 3-week Risk Snapshot.

01

Agent Discovery & Risk Snapshot

A full inventory of the AI tools and agents in use (sanctioned or not), a data-exposure heatmap, an interim AI policy you can deploy immediately, and an executive risk briefing. Discovery, not policing — run under an amnesty framing so people actually disclose what they use.

~3 weeks
02

Governance by Design

Your AI agent governance framework — risk tiering, policy set, approval workflows, operating model and roles — co-created with the business through Design Thinking workshops, and piloted with one team before rollout.

~5–7 weeks
03

Platform Enablement

The governance and observability platform, implemented and integrated: agent registry, real-time monitoring, guardrails, access controls, dashboards. IBM watsonx.governance as reference stack; adaptable to Microsoft, AWS, Google Cloud, or Snowflake-centric environments.

~6–10 weeks
04

Adoption & Governance Operations

Change enablement, training, a champions network, and ongoing governance operations — monitoring, policy iteration, and regulator-ready executive reporting.

ongoing, quarterly

IBM watsonx.governance is our reference implementation as an IBM partner; the framework itself is vendor-neutral.

Outcomes

From a compliance liability
to a managed capability.

  • Complete visibility % of agents and tools registered; shadow-AI usage trending down.
  • Reduced risk exposure High-risk agents under active monitoring; incidents detected and resolved.
  • Regulatory defensibility Documented policy, inventory, and audit trail — evidence of proactive supervision.
  • Productivity preserved Users migrated to sanctioned tools; time-to-approve a new agent; user satisfaction.
  • Scalable AI adoption New agents launched through the governed path; reuse across teams.
Why Data 2 Business

Governance is our home turf.

Built on data governance

D2B is a data, analytics, and AI consultancy grounded in data governance, architecture, and cloud platform delivery — the same disciplines agent governance extends to a new class of assets.

Enterprise-grade partnerships

Partners of IBM and Snowflake, with access to enterprise governance technology and joint delivery support.

Delivery track record

Our team has delivered BI and cloud data architecture programs for large enterprises in telecommunications and cooperative financial services, in regulated, high-volume environments.

The human dimension, by design

We bring Design Thinking into governance delivery — because the hardest part of controlling AI agents is changing how people work without losing them.

Right-sized for mid-market

Fast phases, fixed scopes, pragmatic controls — not a multi-year enterprise program.

You'll recognize yourself in one sentence:

We know our people are using AI, we don't know where, and we need to get ahead of it before a regulator, a client, or an incident forces the issue.
Financial services Insurance Healthcare Payments Consumer goods Regional ISPs / MVNOs / telecom cooperatives

For CIOs, CISOs, COOs, and compliance and risk leaders at mid-market organizations.

In three weeks, know exactly what's running in your company — and have a plan for it.

Start with a 45-minute working session with your IT, compliance, and business leadership to scope the Agent Discovery & Risk Snapshot.

Book a Risk Snapshot

Fixed scope. Fixed fee. No platform commitment required to start.

Get in touch

Let's talk about
your AI agents.

Tell us where you are — no inventory at all, a policy that nobody follows, or agents already running in production. We'll tell you the shortest path to visibility and control.

contact@d2business.co
d2business.co
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