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.

Category · 39 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 · 39 posts in this cluster · Updated July 2026

Start Here

Claude vs ChatGPT for Small Business: The 2026 Honest Comparison

The honest 2026 comparison of Claude vs ChatGPT for small business — pricing, features, where each one wins, and why your setup matters more than your pick.

AI Consultant: What They Do, Cost, and How to Hire (2026)

Everything you need to know before hiring an AI consultant in 2026 — roles, hourly rates ($150-$500), how to vet them, red flags, and when a fractional CTO is the better hire.

What Is Claude Cowork? Anthropic's Agentic Workspace, Explained (2026)

Claude Cowork is Anthropic's agentic workspace — the layer that turns Claude into a coworker inside your business tools, with human-approval gates for safety.

All AI for Business Posts

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.

9 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.

9 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.

10 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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