Category · 18 posts

AI for Business

"AI for business" usually means one of three things: vendors pitching $200K platforms, consultants selling 60-page strategy decks, or operators wondering whether any of it actually works. This cluster is the honest middle path.

Practical guides on AI implementation, automation, and consultant vetting — written for $1M-$50M operators who want to turn AI into infrastructure their team actually uses every day. No "AI transformation" buzzwords. Specific costs, real workflows, vetting questions that filter out the bad consultants, and the cases where AI isn't ready yet.

Quick Answer

For most businesses in 2026, the right first AI move is a 90-day implementation pilot ($25K-$50K) on one specific workflow with clear before/after metrics — not a $200K strategy engagement. AI consultants split into strategists (ship slideware) and implementers (ship working features). Most businesses need the second. The cheapest path to validated AI value: readiness assessment ($5K-$25K) + implementation pilot ($20K-$40K) = under $30K total to ship one production AI feature.

Curated by Justin McKelvey · 18 posts in this cluster · Updated June 2026

All AI for Business Posts

What is an AI Readiness Assessment? (2026 Guide)

An AI Readiness Assessment is a structured engagement that scores your business across five dimensions and produces a roadmap. Here's what one actually delivers, what it costs, and when to skip it.

6 min read· May 23, 2026

Small Business AI Consultant: When You Need One (2026)

Small businesses (under $5M revenue) usually don't need an AI consultant — they need to ship one workflow. Here's the honest breakdown of when consulting is worth it and when to skip it entirely.

6 min read· May 23, 2026

AI Operations: How I Scope AI Projects That Actually Ship

Most AI projects fail before they start because they were scoped to impress, not to ship. Here's the 3-phase AI operations scoping framework I use at SuperDupr — and how to know when an AI pilot is actually a stalling tactic.

10 min read· Apr 27, 2026

AI Consultant vs AI Agency vs Productized AI Ops: How to Choose (2026)

AI consultant, AI agency, and productized AI ops are three different products being sold to the same buyer. They cost different amounts, ship in different timeframes, and fail in different ways. Here's the honest comparison from someone who runs one and advises on the others.

8 min read· Apr 27, 2026

Build vs Buy AI: A Decision Framework for Profitable Businesses (2026)

Build vs buy is the AI question every operator is wrestling with right now — and the wrong answer is expensive in both directions. Here's the 4-question framework I run with the businesses I work with.

8 min read· Apr 27, 2026

AI for Small Business 2026: 5 Use Cases That Pay Off

Most AI advice for small businesses is hype. Here are the 5 AI use cases with proven ROI, what they actually cost, and how to implement them without hiring a developer.

9 min read· Apr 14, 2026

Frequently Asked Questions

What's the right first AI move for a business?
A 90-day implementation pilot on one specific workflow with clear before/after metrics. Total cost: usually under $30K (readiness assessment + implementation). Skip the $200K strategy engagements unless you're Fortune 500 with procurement requirements.
Do I need an AI consultant?
Only if you have a clear AI use case but no internal expertise to ship it. For time-bound projects (4-12 weeks) where you don't need a full-time hire, consultants are the right tool. For ongoing AI work (40+ hours/week), hire internally.
What's the difference between AI strategy and AI implementation?
Strategy consultants identify opportunities and write playbooks but don't ship code. Implementation consultants build and deploy working AI features. Most businesses need implementation. Pay for strategy only if you have a $1M+ change management problem requiring Big 4 firepower.
What AI implementations have the fastest ROI?
Three categories consistently pay back in 60-90 days: customer support automation (40-70% tier-1 ticket reduction), sales lead routing + enrichment (5-15 hrs/week saved), and document processing pipelines (60-90% time reduction for high-volume workflows).
How do I vet an AI consultant?
Five questions filter the bad ones: (1) Show me 3 production AI features you've shipped in the last 6 months. (2) Who from your team will actually work on my project? (3) Pricing for a 90-day pilot? (4) Who owns the code at engagement end? (5) Show me a case where a project didn't go as planned — what happened. If they can't answer #1 with specifics, they're a strategist not an implementer.
When should a business NOT use AI?
Skip AI when your data is messy (AI multiplies data problems), when regulatory clearance you don't have is required, or when the workflow you're automating isn't a real bottleneck (saving <10 hrs/week doesn't justify the cost). Also skip AI strategy decks — they don't ship anything.

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