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April 5, 2026AI for mid-market operations

How AI Is Actually Being Used in Mid-Market Operations (Not Just Hype)

AI in operations isn't about robots replacing your team. It's about eliminating the manual data entry and document processing that buries skilled people in grunt work.

J

Jason Masina

Founder, Norvel Systems

Coming Soon

Full content for this post is being written. Here's the outline:

  1. 1

    Distinguish hype from practical use cases — chatbots vs. document extraction vs. intelligent matching

  2. 2

    Real examples from operations — RFQ processing, invoice parsing, reorder automation, triage routing

  3. 3

    What AI genuinely can't do yet — judgment calls, relationship context, novel edge cases

  4. 4

    How to evaluate whether AI fits your workflow — start with where your team loses the most time to repetitive decisions

  5. 5

    What a real AI engagement looks like — scoped, testable, with a human review layer before full automation

See it in practice

Case Study

6 hours of manual quoting, replaced by AI that does it in under five minutes

The Buying Network — Commercial Marine Supply & Procurement

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