Mid-market companies need fast solutions, not another data or AI platform.
Don’t get distracted by the technology and AI hype. You have a business to run; get the right advisor.
Make data and AI work for you, not make you work.
- Your numbers live in five systems, and no two of them agree.
- Routine reporting eats hours that should be going to decisions.
- Revenue quietly leaks through billing, pricing, and unbilled work.
- Every department keeps its own spreadsheet version of the truth.
- AI pilots impress in the demo and never reach production.
- The right accountable leader can help. Inaction will not.
The state of mid-market businesses
The cost of doing business as-is
- $17.7K
- Average owed to a small business in unpaid invoices
- 39%
- Of owners say one late payment made covering payroll hard
- 3–5%
- Gross margin eroded by billing errors and unbilled services
- 7x
- More likely to win a lead by answering within the hour
- 55%
- Of mid-market companies miss their quarterly forecast by over 10%
- 2–5%
- Of annual revenue lost to data quality problems in the mid-market
Where we work
Start where your problems are.
The pressures differ in every sector, and so does the language leadership teams use to describe them. Choose the one closest to your business and you will find the specifics: the numbers, the regulatory weight, and what the first ninety days look like.
Banks & Credit Unions
Community and regional institutions, $250M–$10B in assets
See the specifics
Independent Advisors
RIAs, franchised advisors, and independent practices
See the specifics
Healthcare & Health-Tech
PE-backed platforms, provider groups, and health-tech
See the specifics
Supply Chain & Logistics
Carriers, 3PLs, brokerages, warehousing, and manufacturers
See the specifics
Growth-Stage Startups
Series A–C companies scaling past founder-led operations
See the specifics
Other Mid-Market
Distribution, professional services, and PE portfolios
See the specifics
We are advocates for mid-market companies — businesses that deserve enterprise-grade data and AI leadership without the enterprise overhead, the software sprawl, or the vendors who profit from their complexity.
Arvind Mozumdar, Founder & Principal
Fractional Data & AI Leadership
Senior data and AI leadership, without the full-time hire.
Most mid-market organizations do not have a data problem or an AI problem so much as a leadership gap. When nobody senior owns the data, the reporting starts to disagree with itself, the software spend creeps upward, and the automation projects stall somewhere short of production. A Fractional Data Leader closes that gap for a fraction of what an executive salary would cost you.
Don’t do it alone.
Get expert help and guidance.
You may be thinking of a Chief Artificial Intelligence Officer, a Chief Data Officer, a Chief Information Officer, or a related title. The solution lies in the accountability of the right executive rather than in the title.
In a mid-market company such as yours, a Fractional Data Leader covers all of this ground in one seat.
Fractional Data Leader
One accountable executive, engaged part time
Chief AI Officer
Sets the direction and the guardrails for AI
AI Strategy Lead
Turns ambition into a sequenced, fundable plan
Chief Data and Digital Officer
Owns data quality, governance, and reporting
Chief Information Officer
Integrates the systems everything else depends on
Engaged the way that fits your business, typically 10 to 20 hours a week on a flexible monthly retainer that scales up or down as your needs change.
Outcomes
Measured, not promised.
Engagements are scoped to results you can put a number against rather than hours logged against a timesheet. Two recent examples give a sense of the shape of the work.
5 hours → 30 minutes
A vendor inventory process that consumed more than five hours per person every week now runs in thirty minutes, with a competitive pricing database produced along the way as a by-product.
60% → 150%
Automated sales outreach lifted weekly customer reach from 60% to 150% of the base at full inventory-match accuracy, worth between $2,000 and $5,000 a week in incremental sales.
The fractional economy
The market has already made this move.
Fractional leadership has moved from an improvised arrangement to an established category over the past three years, and the numbers behind that transition are worth knowing before you weigh the decision.
$24.7B
Projected global fractional-executive market by 2034, up from $9.4B in 2025
40–67%
Cash savings versus the all-in cost of a permanent C-suite hire
6x
Faster time-to-value: 30–45 days versus 6–9 months for a permanent hire
30%+
Of midsize enterprises will retain a fractional executive by 2027
In their words
What clients say.
In our collaboration, Arvind demonstrated a deep understanding of our analytics needs, aligning them with our strategic objectives. His approach was not only highly specialized but also impactful — he recommended solutions that genuinely moved the needle for our organization.
What sets Arvind apart is his unique combination of technical expertise and strategic insight. Arvind excels at bridging the gap between technical and business teams, communicating complex ideas with clarity, and fostering collaboration across diverse stakeholders.
I've had the pleasure of a very long working relationship with Arvind. He has expertise that was applied to marketing optimization, claims analytics and fraud detection, consumer experience and lifetime value prediction. While his list of specific challenges he's tackled is long, the best part about working with Arvind is that he's curious and constantly learning and adapting. He stays current, he draws connections from other industries, and best of all, he can take the highly complex and make it simple to understand and apply which is very hard to find.
Our Insights
Recent insights.
Practical notes on data leadership, AI governance, and what tends to work inside mid-market organizations.
When Two Reports Disagree
Finance brings one number, operations brings another, and the meeting stops. Both figures are usually calculated correctly, which is why the argument never resolves and why the tempting shortcut is the worst available option.
Four Questions That Come Before Build Versus Buy
Build versus buy compares two construction estimates, and construction is rarely where these projects succeed or fail. Four earlier questions tell you more, and they usually settle the build-versus-buy debate on their own.
The Two-Year Answer to a Two-Week Problem
Platforms earn their cost at enterprise scale, where the same problem repeats across a dozen business units. A fifty-person business holds one instance of that problem and faces a very different calculation.
Start with a conversation.
Half an hour is usually enough to establish whether fractional leadership suits where your business currently sits, and you will get a straight answer either way. There is no obligation attached, and no proposal unless you ask for one.