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Bakman Yusupov & Co.
Briefing AI & Technology

April 2, 2026 · 600 words

Claude, ChatGPT, and Copilot: Where They Actually Add Value for Small Business Financials

We use all three. Here is what each is good for and where they fall down.

Every business owner with a Netflix subscription now has access to AI tools that were research-lab-only three years ago. The question we get constantly is which one to use. The honest answer is “it depends on what you are trying to do,” and the unhelpful answer is “all of them.” Here is the useful version.

Claude is where we go for deep research, long document analysis, and complex reasoning. A fifty-page operating agreement with a custom waterfall structure. A tangled K-1 with allocations across multiple tiers. A case law question that requires holding multiple threads together. The output quality on the hard stuff is the best we have seen, and the reasoning is usually transparent enough that we can verify where it agreed with us and where it did not.

Where Claude falls down: real-time tasks, anything requiring current-year rate tables the model has not been updated on, and straightforward drafting where the long-form reasoning slows things down.

ChatGPT is where we go for general drafting, quick-turn tasks, and broad knowledge queries. Drafting a client letter explaining a notice. Summarizing a new tax court decision. Producing a first-pass outline of a complex memo. The interface is fast, the output is usually good enough, and the model has seen a wider range of everyday business content.

Where ChatGPT falls down: complex reasoning on judgment-heavy questions, long multi-step analyses, and specific tax technical questions where the answer depends on edge cases. The confident-sounding but wrong failure mode shows up more here than elsewhere. Verification is non-negotiable.

Copilot (Microsoft’s version integrated into Office) is where we go for productivity inside the tools we already use. Drafting a reply to a client email without leaving Outlook. Summarizing a long client thread. Creating a PowerPoint outline from a memo. Basic Excel formula assistance. For workflow integrated into Microsoft’s tools, Copilot is the frictionless choice.

Where Copilot falls down: reasoning quality relative to Claude, breadth of knowledge relative to ChatGPT, and anything requiring output outside the Microsoft suite. It is a productivity layer, not a thinking partner.

For business owners trying to decide where to spend their AI subscription dollars, our general read:

  • If you have one AI tool and you are doing complex work (legal, financial, analytical), Claude. The reasoning quality pays for itself.
  • If you have one AI tool and you are doing general business communication, drafting, and everyday knowledge work, ChatGPT. The breadth and speed fit the use case.
  • If your business runs on Microsoft Office and you want AI embedded in your existing workflow, Copilot. The integration is the feature.
  • If you have the budget, use all three. They fail differently, which is actually useful.

What none of them do, yet, is replace the human review step on anything that matters. A client-facing memo that cites incorrect code sections is a problem whether a human wrote it or an AI did. The difference is that a human knows to check, and the AI does not know it does not know. Every AI-assisted deliverable we produce passes through human review before it leaves the firm. Every AI-assisted piece of work at a client’s business should have the same guardrail.

The tools are genuinely useful. The workflow that assumes they are correct is the workflow that produces expensive mistakes.


This briefing is for informational purposes only and does not constitute tax advice. The topics discussed depend on specific facts and current law, both of which change. A proper analysis of your situation requires professional review. Contact us to discuss whether this applies to your business.

Want the long-form version? Read the articles. Want the actual work done? Talk to us.