AI in PracticeOctober 21, 2026·6 min read

How to Evaluate AI Tools for Your Team

How to evaluate AI tools for your team in four checks: name the jobs, test the free tier, read the data terms, price the seats. Plus a pilot that answers it.

An AI tool demo ends the same way every time: a promise about what your team could do, and a price per seat per month. Before checkout, run four checks: name the jobs, test the free tier, read the data terms, and price the seats. Then run a short pilot. The four checks take about an afternoon, and the pilot runs two to four weeks.

Name the jobs before the demo

A tool justifies its seat by doing named, repeated work: the customer questions that come back weekly, the report assembled the same way every month, the meeting notes that need typing up. We write three to five of those jobs before sitting through any demo, then ask the vendor to show the tool doing one of ours, with our material instead of theirs.

The word "productivity" is hard to evaluate because it doesn't name a task. "Drafts first replies to customer email from our saved responses" can be checked, timed, and compared with how the job runs today. The jobs that suit AI repeat, are made of words, and can be checked in a minute; How to Use AI for Small Business Operations explains the test from the task's side.

Run the free tier first

ChatGPT, Claude, and Gemini all run free tiers, and a week or two of free-tier use tells you whether the tool fits the named jobs at all. We'd give the tool to one or two people who do those jobs, have them use it on the daily version of the work, and watch two things.

The first is the usage caps. Free tiers limit how many messages or tasks you get per day, and the caps arrive faster for some jobs than others. If the cap bites, the paid tier's higher limits will matter; if nobody opens the tool by Wednesday of week two, a license probably wouldn't have fixed that.

The second is what people do with a wrong draft. The tool can produce confident sentences about things it invented, so the free weeks double as practice in checking: does the draft get confirmed against the source material before it leaves, or does it get sent?

Read the data terms

This check prevents the expensive mistakes, and it's one page long. The question is where your team's input goes after it leaves the chat window.

On personal plans, consumer products may use conversations to improve their models by default, with a setting to turn that off (OpenAI, 2026). Business workspaces work differently. OpenAI doesn't use ChatGPT Business workspace content, inputs or outputs, for training by default (OpenAI, 2026), and Anthropic lists model training as opt-out across its Claude plans (Anthropic, 2026). Business plans also carry the admin side a team needs either way: centralized billing, admin controls over members, and usage visibility (OpenAI, 2026).

Before anyone pastes customer or internal material into the tool, confirm the workspace-level training setting, the retention policy, and who can access conversations. A business plan puts those choices in one place instead of one privacy setting per person.

Price the seats

The two big vendors price their team plans the same way, which makes the comparison easy: a standard seat near $20-25 a month, a premium seat near $100-125, and a two-seat minimum on the self-serve business plans. Prices below are as of October 21, 2026; both vendors can adjust them, so check the page before you budget.

PlanStandard seatPremium seatMinimum
ChatGPT Business$25 monthly, $20 annual$125 monthly, $100 annual2 seats
Claude Team$25 monthly, $20 annual$125 monthly, $100 annual2 members

Premium seats buy usage, not status. Claude's premium seat carries about five times the per-session allowance of its standard seat for five times the price (Anthropic, 2026), and OpenAI's premium seat exists for the same reason. Start by matching seats to observed usage: premium for the people who hit the standard limits during the pilot, standard for everyone else, and recheck the mix before committing to an annual term.

One billing note: buy monthly while you're still evaluating, since the annual discount pays off once you know the tool stays. Prices can also move; whatever you evaluate this month may be packaged differently by next spring, which is why the re-check happens right before checkout.

Run a pilot with a stop date

A pilot is the evaluation run with your team's work instead of the vendor's examples, and it needs a stop date to mean anything. Three to five people, two to four weeks, the named jobs, and one success measure agreed in advance: first drafts of customer replies ready in under five minutes, or the weekly report drafted in an hour.

Two questions answer at the end. Did the named jobs get faster? And would the pilot group keep using the tool if the license showed up tomorrow? We'd want both to hold before rolling out: a tool that saves time on paper but sits unopened saves nothing, and a tool people enjoy that doesn't move the named jobs is entertainment. If both hold, roll out. If not, the pilot cost a few weeks of attention instead of a year of licenses, and attention is the cheaper spend.

When you need the pieces

FAQ

How much does an AI tool for a team cost per month?

Standard seats run $20 per user per month billed annually ($25 monthly) on both ChatGPT Business and Claude Team. A five-person team on standard seats is about $100 a month; add one premium seat for a power user and it's about $120. Both self-serve plans require at least two seats.

What's the difference between a personal plan and ChatGPT Business?

On OpenAI's side: a personal Free, Plus, or Pro plan has data sharing enabled by default, with a setting to turn it off. A ChatGPT Business workspace starts from the other default, with no training on workspace content, and adds centralized billing, admin controls over members, and usage visibility.

Which AI tool should my team start with?

Start with the one whose free tier handles your named jobs and that your people keep opening; free tiers make that checkable before any money moves. One assistant used daily beats several used occasionally, so hold the second tool until the first shows its limits.

Do we need an enterprise plan?

Not for a small team. The self-serve business plans cover the common small-team needs: billing in one place, admin controls, and no training on workspace content by default. Enterprise plans add things like single sign-on, compliance certifications, and dedicated support, which may start to matter at larger headcounts or in regulated industries.

How long should a pilot run?

Two to four weeks is the usual range, and the exceptions come from rhythm: if a named job only happens monthly, the pilot either spans one occurrence or gets timed to the next one. The goal is for the team's weekly pattern to repeat at least twice with the tool in hand.

What if the team stops using the tool during the pilot?

Treat it as a finding: either the named jobs were too small to justify a tool, or the tool doesn't fit how the work flows. Both are cheaper to learn during a free-tier pilot than after a year of seats.

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