AI-native consulting

Move faster.
Without losing control.

Productized AI governance, risk, and strategy. Configured AI advisors built by a practitioner, with deep specialization in financial services.

Andrea Elliott, Founder, CEO and Managing Partner, EMG Advisory
Andrea Elliott
Founder · CEO · Managing Partner
JD / MBA AIGP Former CCO
Why EMG exists

The conversation about AI is happening at two altitudes that don’t connect.
EMG closes the middle.

01
At the top
Frontier labs debate superintelligence and the next decade.
02
On the ground
Enterprises are still answering what AI they run and who owns it.
03
The missing middle
Operational infrastructure that turns strategy into execution. That work is leadership’s, not theory’s.
How the advisor works

A configured AI advisor. At every leader’s desk.

Andrea’s judgment plus EMG’s framework, embedded in your configured AI advisor and available to anyone on your team. A team member brings any AI question and gets a clear read in plain English, what to pursue, what to skip, the reasoning on the record.

From internal productivity tools to customer-facing automation to high-stakes decisioning. Each recommendation returns recommended controls, governance obligations, ROI prediction, and a strategic alignment note, exact-sized to the risk it actually carries. Your configured AI advisor recommends; your enterprise decides.

Deployed on your company’s enterprise AI platform
Configured with EMG’s proprietary methodology, 150+ risks, 125+ controls
Multi-jurisdiction regulatory coverage, refreshed quarterly
Configured AI advisor simulation: for illustrative purposes only
Four illustrative samples · cycle through
v.2026.Q2 · session 0142
Beyond the decision layer

Decisions are the visible surface. The deployed advisor also runs:

These aren’t static dashboards anyone maintains, they are interactive workspaces. As each use case moves through the advisor, the inventory, heatmap, audit trail, and regulatory pulse populate themselves and become live surfaces you act from, open the use case, request a refresh, escalate a risk, draft the next memo. One centralized record that you can slice by tier, domain, jurisdiction, or quarter. The portfolio view builds up organically as the work moves through.

Client Use Case Inventory -Illustration 14 active
Customer trust copilot T1
RFP response copilot T1
GenAI customer support T2
Resume screening AI T3
Safety eval structuring T1
+ 9 more
Client Risk Heatmap -Illustration portfolio view
Likelihood
Impact →
Client Audit Trail -Illustration last 30 days
May 16 EXPLORE Customer trust copilot
May 14 CONDITIONS GenAI customer support
May 12 ESCALATE Resume screening AI
May 09 EXPLORE Coding assistant rollout
May 07 EXPLORE RFP response copilot
Client Regulatory Pulse -Illustration 3 new
EU AI Act May 15 GPAI clarification on systemic risk
Colorado AI May 13 §6-1-1701 implementation guidance
NIST AI RMF May 02 Profile update for GenAI deployments
NYDFS Pt 500 Apr 24 Cyber framework AI provisions
Also AI-assisted document generation (Justification Memos, Impact Assessments, policy templates) · Vendor DD portal · Cross-use-case pattern detection · AI red teaming · GRC integration adapters · Cross-border data transfer reasoning
What makes EMG different

The combination that doesn’t exist anywhere else.

AI consulting boutiques exist. AI risk advisory exists. Productized consulting in narrow niches exists. None of them assemble the pieces the way EMG does.

01
A configured AI advisor at every leader’s desk
Not consultants on the clock. A configured AI advisor carries EMG’s methodology and Andrea’s practitioner judgment, available to anyone whose decisions touch AI.
02
Methodology as the IP
Risk Engine, Risk Universe, Control Library, regulatory crosswalks, AI red-teaming methodology. Quarterly refreshed. Travels with the product.
03
Practitioner anchor
Fifteen-plus years leading risk and compliance at regulated firms. Andrea is present where senior judgment is required, not where a configured system can deliver.
04
Proportional by design
Internal tools get a fast lane. High-stakes AI gets rigorous controls. The Risk Engine exact-sizes governance to severity and exposure, the same disciplined methodology applied in real time to every situation it meets.
05
Build once, satisfy many
Every control crosswalks to EU AI Act, NIST AI RMF, ISO 42001, GDPR, and sector regulators. One control set. One audit trail across multiple regimes.
06
Subscription, not hourly
Sustained engagement with tangible deliverables. No Big-4 leverage model; white-glove boutique service.
Andrea Elliott, Founder of EMG Advisory
Andrea Elliott
Founder · CEO · Managing Partner
About Andrea

Built by a practitioner. Not a theorist.

Andrea Elliott founded EMG Advisory to address a gap she witnessed firsthand, the disconnect between where AI actually is inside organizations today and where the world assumes it should be.

With fifteen-plus years across risk, compliance, governance, ethics, and legal, she most recently served as Chief Compliance Officer at a publicly traded payments technology company, where she built and implemented the company’s AI governance framework, embedding responsible and regulatory-compliant AI practices across the enterprise.

She founded EMG to fill what she calls “the missing middle”: the operational infrastructure that ensures enterprise AI use aligns with strategy, values, and regulatory obligations.

Education
JD, Emory Law
MBA, UGA Terry
Certification
AIGP · IAPP
Prior Role
CCO, public payments technology company
Author
EMG Viewpoint · ongoing commentary on AI governance and the operational layer
A note from the practitioner
“Social media reshaped what we paid attention to. AI is reshaping how we think. That shift demands governance with far more seriousness, discipline, and accountability than we’ve ever brought to a technology before.”
The EMG principles
Speed without discipline isn’t efficiency. It’s just fast chaos.
  1. 01
    You still have to be the magic
    The direction, the instinct, the voice come from you first. AI pressure-tests ideas, sharpens language, catches what you missed. The moment AI sets the direction, the most important part has been handed over.
  2. 02
    Bounded autonomy
    The AI recommends. People decide. Accountability stays with the leaders the work is meant to serve.
  3. 03
    Proportional to the risk
    Internal tools get a fast lane. High-stakes AI gets rigorous controls. The right scrutiny for the actual risk; never less, never more.
  4. 04
    Honest about what AI does and does not do
    No hype about replacement. Your configured AI advisor exists to make leaders more strategic, not to take their place.
  5. 05
    Governance as enablement
    Done well, governance is not a tax on innovation. It is the operating discipline that lets enterprises move faster, with the credibility to shape their environment rather than react to it.
0+
AI-Specific Risks
Organized across 8 enterprise-applicable categories with three levels of depth. Each risk defined, assessable, mapped to controls.
0+
AI-Specific Controls
Purpose-built and crosswalked to major frameworks. Build once, satisfy many. Precision and impact over volume.
0+
Years in the Chair
Risk, compliance, governance, and legal across payments, fintech, SaaS, and enterprise technology, the judgment that only comes from the operator’s seat.
Inside the methodology

Rigor as the differentiator.

The methodology is the IP and proof; it is the substance that breathes life into your configured AI advisor, present at every leader’s desk, refreshed quarterly as the landscape moves.

01
Risk Universe
150+ risks 8 categories 3 levels of depth
Each risk defined, assessable, and bidirectionally mapped to controls. The only AI risk taxonomy that is fully configurable and built to operate; most taxonomies are documents, this one is infrastructure.
02
Control Library
125+ controls 7 families Bidirectional mappings
Purpose-built and crosswalked to major frameworks. Build once, satisfy many.
03
Regulatory Crosswalks
EU AI Act NIST AI RMF ISO/IEC 42001 ISO/IEC 42005 ISO/IEC 42006 GDPR SR 11-7 US state AI laws
Multi-jurisdiction coverage maintained current with the regulatory landscape. One control set proves compliance across every regime that applies.
04
Bodies of Knowledge
AIGP CIPP/E CIPP/US CISA
Built into your configured AI advisor as foundational knowledge. The same professional disciplines a senior governance practitioner brings to the chair.
05
AI Red Teaming Methodology
4 productized categories
Foreseeable misuse Agentic AI Jailbreak & prompt injection Bias & fairness
Structured test plans applied across the AI portfolio where adversarial assessment is warranted.
06
AI Vendor Due Diligence Methodology
Applied to every AI vendor entering the supply chain. Working diligence artifacts produced per evaluation; results feed the portfolio audit trail.
07
Industry Incident Library
Pattern-match logic
Cross-use-case detection across the deployed portfolio. Refreshed quarterly with new AI incidents and near-misses across regulated industries.
How EMG engages

Three things one relationship provides.

A single integrated engagement: configured AI delivery and senior practitioner judgment as one continuous relationship. Foundation. Day-to-day decision support. Leadership alignment.

01
Foundation

A defensible AI posture, in weeks not quarters.

Strategic posture, ELT-aligned risk appetite, named governance authority. The work that anchors every downstream AI decision, delivered in concentrated working sessions facilitated by Andrea with the leaders whose decisions touch AI. AI-scaled, not consultant-paced. Your outside counsel reviews and blesses; privilege stays intact under your counsel.
02
Day-to-day decisions

An AI advisor at every desk: what to pursue, what to skip.

A team member brings any AI question and gets a clear read in plain English. Andrea’s judgment plus EMG’s framework, embedded in your configured AI advisor, available to anyone who needs it. Decisions at the speed of business. A defensible record that builds up as you go, ready for any vendor DD, board, or regulator inquiry.
03
Leadership alignment

Executive leadership convergence on what matters most.

Leadership teams hold meaningfully different views on the top AI risks. EMG produces framing backed by data and shaped for the executive conversation, so the path forward becomes obvious to the people who need to act on it. Decisions stay consistent across rooms, not dependent on any single leader being present. Defensibility built into the framework, not into individual judgment calls.
Where this turns into market position
Enterprise pursuits Category leadership Premium positioning Investor narrative
The work that satisfies an auditor is the same work that closes the deal. Defensible posture becomes offensive leverage, governance becomes how the enterprise wins.
The EMG Viewpoint

Notes from the field.

View all commentary →
June 12, 2026
The Deadline on Implicit Governance: AI didn't break your governance and risk management. It exposed them.
June 2, 2026
The Proportionality Problem: why uniform AI governance will stall the institutions that adopt it.
May 27, 2026
The Architecture of Intuition: why AI feels intuitive to some leaders and opaque to others.
May 15, 2026
The Quiet Rewiring: what AI is really doing to the way we think.
May 12, 2026
Bounded Autonomy: why agentic AI demands a discipline most enterprises do not yet have.
May 5, 2026
The Digital Omnibus on AI: why you should plan for August 2 anyway.
April 30, 2026
The Compounding Bet: why AI strategy is a governance problem.
April 2026
The Missing Middle: the operational layer between AI ambition and AI execution.
Begin the conversation

Ready to move faster, and stay in control?

Every engagement starts with a conversation. No commitment, no cost. Share where you are, and Andrea will share where the highest-leverage starting point is.

For a more thorough intake, complete the pre-meeting questionnaire.

i.
Discovery conversation
No commitment. Zero cost. We identify your current state, key exposures, and the engagement model that fits.
ii.
Tailored proposal
A scoped engagement built around your specific needs, timeline, and priorities. Standalone, bundled, or phased options.
iii.
Enterprise momentum
Tangible deliverables from day one. Governance that propels the organization forward: accelerating innovation, reinforcing control, positioning you to move boldly.