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How to Find the Right AI Operations Partner in 2026

61% of AI projects fail — not from bad tech, but bad fit. Here’s how to find an AI operations partner that actually delivers results for your business.

By Jacob Rucker | Apex CAS

You bought the tools. You watched the demos. Your team sat through a webinar about “AI-powered workflow transformation.”

And nothing changed.

If that sounds familiar, you’re in the majority. According to McKinsey’s 2025 State of AI report, 88% of organizations now use AI in at least one function — but only 39% see any measurable impact on their bottom line. The gap isn’t technology. It’s having the right AI operations partner making it work.

Why Do Most AI Operations Projects Stall?

Most AI projects fail not because the technology is bad, but because nobody connects it to how the business actually runs. Harvard Business Review found the biggest barrier to AI success isn’t model quality — it’s organizational readiness. Tools sit on a shelf. Pilots never scale. The person who set it up leaves, and nobody knows how it works.

Here’s what I see in practice: an owner buys an AI tool, tries it for a month, gets mediocre results, and concludes “AI isn’t ready for us yet.” The tool was fine. It just needed someone who understood both the technology and the operations it was supposed to improve.

That’s the AI operations partner gap.

What Does the Right AI Operations Partner Actually Look Like?

The right partner isn’t a vendor who sells you software and disappears. They’re someone who understands your workflows before touching any technology — and stays to make sure it keeps working. Specifically, they:

  • Audit your operations first. If they lead with a product demo instead of questions about your workflow, that’s a red flag.
  • Build and run the system. They don’t hand you a strategy deck and walk away. They deploy, monitor, and improve alongside your team. That’s the difference between an AI consultant and an operations partner.
  • Speak your language. If they can’t explain what they’re building in a sentence your office manager would understand, they’re overcomplicating it.
  • Show results in weeks, not quarters. The businesses seeing real ROI aren’t running 12-month pilots. They’re solving one specific problem — like automating hidden workflow bottlenecks — and proving value before scaling up.

The best AI operations partners look a lot like a fractional COO with an AI toolkit. Someone who thinks in processes first, technology second.

Team reviewing operations workflow on screen - AI operations partner assessment
The right AI operations partner audits your workflows before touching any technology.

Can You Build AI Operations Capability In-House?

Yes — and it’s more accessible than you think. What used to require a machine learning engineer now takes a sharp operations person and a few well-chosen platforms.

The key ingredients:

  1. One person who owns it. Someone curious, organized, and willing to learn. Not necessarily technical — more “figured out the company CRM by themselves” energy.
  2. A real problem to solve. Start with the task your team complains about most. Data entry, report generation, vendor onboarding — something with clear before-and-after.
  3. Guardrails, not perfection. Your first AI workflow won’t be flawless. Build it, run it, improve it. The businesses winning with AI aren’t the ones with the best technology — they’re the ones that started.

Ninety-one percent of small businesses using AI report revenue lift. The difference between that group and everyone else isn’t budget or technical talent. It’s having someone — an internal champion or an outside partner — who stops talking about AI and actually builds systems that save your team time every week.

Professional workspace with laptop showing dashboard - building AI operations in-house
You don’t need a data scientist — just one curious person and one real problem to solve.

Frequently Asked Questions

How much does an AI operations partner cost for a small business?

Most small business AI engagements start with a focused pilot — one problem, fixed fee, measurable results in 30 days. Monthly retainers for ongoing AI operations support typically run $3K–$7K depending on complexity. The right partner pays for themselves in time saved within the first quarter.

What’s the difference between an AI consultant and an AI operations partner?

A consultant delivers recommendations and a strategy deck. An operations partner builds the system, runs it, and keeps improving it month over month. The partner model means ongoing optimization — not a one-time deliverable that collects dust on a shared drive.

Can a small business implement AI without a data scientist?

Absolutely. Today’s AI tools are built for business users, not engineers. The biggest predictor of success isn’t technical skill — it’s having someone who understands your workflows and is willing to experiment. Start with one automated process and build from there.

Ready to see what AI can actually do for your operations? Let’s talk about it →

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Fred brings decades of finance and accounting experience to Apex, having served in roles ranging from public accounting and internal audit to Vice President of Finance and Senior Consultant. He has worked extensively with small to mid-sized privately held and private equity–owned manufacturing companies, specializing in financial reporting, operations finance, cost accounting system overhauls, and strengthening internal controls.

He holds a BBA in Accountancy from the University of Notre Dame, an MBA from the University of Wisconsin–Madison, and is a licensed CPA and Certified Management Accountant. Fred enjoys partnering with clients to solve complex challenges and develop strategies for sustainable growth.

Jacob brings over a decade of experience in operations, supply chain, and AI system design, including leadership in the semiconductor industry where he built scalable systems and streamlined complex global operations.

As COO at Apex CAS, Jacob oversees our internal operations and also serves as a fractional COO for clients—leading system and operational assessments that uncover efficiencies and create a foundation for effortless scaling. He also heads our AI enablement services, helping individuals and teams leverage AI through well-designed, automated systems that work seamlessly in the background.

Outside of work, Jacob enjoys training for triathlons, redesigning homesteads, flying drones, and building local food and barter networks—always with a focus on connection, sustainability, and purposeful design.

Ani Qadri is a seasoned finance and accounting leader with nearly a decade of experience across controllership, budgeting, forecasting, and tax strategy. She has led teams, streamlined processes, and partnered with senior leadership to enhance compliance and operational efficiency.

Her background spans domestic and international operations, financial consolidations, payroll, tax filings, and audit support. Ani holds an M.S. in Accountancy, a CPA‐eligible Certificate of Accountancy from the University of Houston, and both an M.S. and B.S. in Economics from the University of Karachi.

Known for her precision and collaborative approach, Ani provides strategic financial guidance that fosters growth and stability. Outside of work, she enjoys trying new recipes and spending time with her family in Texas.

Mina serves as the tactical arm for Apex CAS’s financial operations, providing critical back-office and systems support that keeps client operations running smoothly. Her expertise spans accounting operations, AP/AR management, sales operations, and administrative coordination, with prior experience in semiconductor industry operations.

She is deeply involved in enabling clients’ day-to-day success—streamlining processes, supporting system workflows, and ensuring accuracy across financial and operational tasks.

Outside of work, Mina enjoys traveling with her family to support her children’s pursuits—from college athletics and flag football to art showcases—making the most of time spent together.

With a robust career spanning over 35 years, Erica Somes is a distinguished professional at APEX. Erica stands out as a highly experienced accounting professional specializing in tax preparation, auditing, finance, and advisory services. Erica’s career began in public accounting, where she spent 16 years refining her skills as an auditor and tax preparer. Her journey continued as a Corporate Controller for a wholesale petroleum company for next 8 years, igniting her enduring passion for financial management.

In 2014, Erica drew on her extensive experience to establish a family-owned transport logistics company, broadening her professional expertise. She later transitioned to a venture capital firm, where she oversaw comprehensive M&A activities, accounting and finance operations for a diverse portfolio, including holdings, investments, and client engagements.

Today, Erica also serves as an Advisory Consultant, providing CFO and Controller services that provide strategic financial guidance that fosters growth, stability, and effective risk management. Known for her commitment to delivering exceptional financial strategies, Erica continues to make significant contributions in her field.

A lifelong resident of Texas, Erica proudly calls Texas home and brings her deep industry knowledge and dedication to every client and project she undertakes.

Linda has held various roles in her career including bookkeeper, executive assistant, logistics manager, and purchasing agent. She enjoys being busy, learning new skills, and feeling that sense of accomplishment when finishing challenging projects. She also loves working with all of her co-workers.

On her days off, Linda loves spending time with her family, gardening, hiking, and making pottery.

With a Bachelor’s degree in Earth Science and a minor in Paleontology, Bianca has gained extensive experience in a diverse range of roles in agriculture, farming, and parks management, including 10+ years of project management.

Bianca particularly enjoys creating company manuals and policies for human resources, training, and safety. The sense of accomplishment that comes with closing a set of books and helping others with their IT issues lights her up. 

A food and beer enthusiast, when Bianca isn’t working, you’ll find her traveling, playing with her cats, working on DIY home projects, or looking for treasures at thrift stores. Originally a California native, Bianca currently resides in Michigan.

Emma has ten years of experience with bookkeeping and accounting in a variety of settings, including small businesses, startups, and multi-million-dollar corporations across many different industries such as alcohol and spirits, construction, retail, and manufacturing.

Things she loves about her job include her coworkers, solving bookkeeping puzzles, and the sense of accomplishment that comes with closing a set of books. Emma is also an accomplished musician with a degree in biology. 

When she’s not in the office, you’ll find Emma in Los Angeles spending time with her partner and family, playing music, and going on walks with her dog Flapjack.

Jesse Chen is a seasoned consultant at APEX CAS Consulting, where since 2022 he has specialized in cost accounting, SEC reporting, and full‐cycle accounting. His recent projects include cost accounting consulting for Elevate Semiconductor, controller consulting for Coherent Global, and leading SEC annual and quarterly filings for Finance of America and Clear Channel Communications. Prior to APEX, Jesse spent six years as Controller at Superconductor Technologies managing SEC reporting, government audits, and implementing ASC 606/842 to realize over $100K in annual savings followed by roles as Manufacturing Controller at Global Power Equipment Group and a 21‐year tenure at Weatherford International, where he standardized global month‐end close procedures for over 100 manufacturing sites.

Jesse holds a BBA in Accounting and Management from the University of Texas at Austin and is a Texas‐licensed CPA. He is proficient in advanced Excel, NetSuite, JD Edwards, Oracle, Workiva, SQL, and Power BI, and enjoys exploring financial technology innovations and process improvements.

For over 35 years, Andrea has done bookkeeping and accounting work, including owing and operating several businesses. She has experience in many industries, which gives her a unique perspective when working with our clients and our team. Training internal and client staff, putting out fires, and organizing clients are some of her favorite things!

In her free time, you’ll find Andrea camping, skiing, kayaking, or hiking with her three adorable dogs or spending time with her seven grandkids at big family events (another love of hers!). 

Jolié joined Apex CAS in 2021 to provide controllership and CFO services for multiple clients. Since then, she has taken on a leadership role in operations and staff training. With over 30 years experience in finance, Jolie’ has held numerous leadership position including Controller, Associate VP of Finance, CFO. She also has experience in non-profit higher education and information technology. 

Some of the daily activities Jolié enjoys the most include completing difficult reconciliations, streamlining processes to improve workflows, and working with a team of professionals she adores. 

An avid reader, Jolié enjoys up to 50 books a year in all genres. She also paints and has sung in and directed small musical theater groups. Family is a top priority for Jolié, and when she isn’t working, you’ll likely find her spending time with her husband, her children, and her grandchild.

Patricia is the owner of Apex CAS, where she takes pleasure in supporting clients’ visions and objectives while collaborating with the exceptional team at Apex CAS. She began her career as an accountant in the audit department at KPMG and later moved to international internal audit with Warner-Lambert (Pfizer).

After traveling for years, Patricia relocated to California to pursue a master’s degree in psychology and her passion for personal growth. During this time, she discovered her niche while working in a tax position at a small CPA firm, where she enjoyed working with entrepreneurs. Patricia spent 15 years providing tax, controllership, and consulting services to local CPA firms before starting her own firm.

Patricia possesses over 30 years of accounting experience, a master’s degree in counseling psychology, and certifications as a Certified Professional Co-Active Coach and a neuro-linguistic programming (NLP) practitioner. She has coached business owners and their teams for more than eight years and can assist her clients in achieving their goals, regardless of their aspirations, by using NLP in her services. When Patricia is not working, she enjoys spending time with her family, hiking, learning to play the piano, and connecting with other fantastic individuals. She also stays active in her local community by serving as Treasurer and chairing the finance committee at Summerfield Waldorf School and Farm.