1 ChatGPT Business and Enterprise
Best for knowledge that can be written down and shared as custom GPTs
The quickest route to an AI tool that knows something about your business is a custom GPT your own staff build. ChatGPT is first because that route needs no developer and no project, and the Business Standard seat has a published price with a minimum of 2 users. It works for knowledge that rarely changes, such as policies, product notes and how-to material.
Watch for. A custom GPT is used through ChatGPT. It is not tied to your own systems and permissions, so it does not know what changed in your database this morning.
- Price
- $20 a user a month billed yearly, $25 monthly That is the Business Standard seat, with a minimum of 2 users. A Premium seat is $100 a user a month billed yearly, or $125 monthly, with more usage. Enterprise is priced per user per month on annual terms through sales, with invoicing available.
- Main limit
- Business and Enterprise can buy extra credits when included use runs out.
2 Custom build by Black Badger
Best for live data in your own databases, with your own access rules
Much of the business data a company relies on is orders, jobs, tickets and balances in systems that change all day. A custom AI tool ranks second because Black Badger connects the tool to those systems directly, so its answers come from current records and each person sees only what their role allows. You own the code and the accounts, and there is no per-seat fee.
Watch for. The tool can only be as accurate as the data behind it. Discovery includes a review of which systems are clean enough to answer from.
- Price
- One-time build scoped in writing, no per-seat fee After launch you pay running costs such as hosting, database and email. There are no licenses, so adding a person adds no fee.
- Main limit
- Needs a scoping call first, and suits companies of 50 or more employees
What a custom build involves, and how to ask about one
3 Microsoft Copilot Studio
Best for business data held in SharePoint, Teams and Dataverse
Copilot Studio is third. If your business data is in Microsoft systems, you can connect an agent to it, and each agent can hold up to 500 knowledge sources. It ranks behind the top two for this question because of published limits on what an agent can read. Uploaded files can be up to 512 MB, and a SharePoint list query returns only the first 2,048 rows.
Watch for. Generative AI messages are throttled per Dataverse environment, at 50 requests a minute with 1 to 10 prepaid packs and 100 a minute on pay as you go.
- Price
- $200 per 25,000 Copilot Credits a month, or pay as you go Credit packs are tenant-wide and billed up front. Pay as you go has no upfront commitment and needs a linked Azure subscription. Credits are billed when an agent completes an action or response, and the number billed varies by usage. A pre-purchase plan offers up to 20 percent savings.
- Main limit
- Usage is billed per credit, so cost follows traffic. Quotas apply per environment.
4 Glean
Best for data scattered across many document and chat systems
Glean ranks fourth here. When business knowledge is scattered across many document and chat systems, it gives staff one assistant over all of them, and it enforces the permissions of each source system. It is fourth on this list, and first on our knowledge search list, because this question includes operational data in databases, and Glean is built around content in the systems you connect.
Watch for. Glean publishes no price or plan limits. Expect a demo and a quote before you can compare cost.
- Price
- Not published, quoted per customer Glean publishes no price. Its pages send buyers to a demo request.
- Main limit
- No public price or plan limits. Sold through a demo and a quote.
5 Claude Team and Enterprise
Best for teams that want an assistant connected to their work tools
Claude Team and Enterprise is fifth. Staff use one assistant that reaches company tools through connectors, with admin spend limits. SSO is listed on Team, and the Team plan allows up to $500 a month in pooled API credits. It ranks fifth for this question because Claude works inside its own apps and connectors, so an integrated assistant means building on the API separately.
Watch for. On Enterprise, usage is billed at API rates on top of the seat price, so the monthly total depends on how much staff use it.
- Price
- $20 a seat a month billed yearly, $25 monthly That is the Team standard seat, for teams of 2 to 150, with up to $500 a month in pooled API credits. A Premium seat is $100 a seat billed yearly, or $125 monthly. Enterprise is listed at $20 a seat a month billed yearly with a 20 seat minimum, plus usage billed at API rates.
- Main limit
- Team caps at 150 seats. Audit logs and SCIM are Enterprise only.
6 Retool
Best for developers who want AI inside a tool on existing databases
Retool ranks sixth. Your developers build an internal tool on the databases and APIs you already have, and add AI to it using the pooled credits in the plan. The AI then works on live data. It is last here because it takes developers, and what you get is a tool your team maintains instead of an assistant staff can ask.
Watch for. AI credits do not roll over, and the monthly allowance is set by plan. Check it against expected use.
- Price
- Builder $10, internal user $5 a month, billed yearly Team plan prices per user a month. Business is $50 per builder and $15 per internal user billed yearly. Monthly billing costs more. A builder is anyone who built or edited an app in the billing cycle, and everyone else enabled is an internal user. Enterprise is custom priced.
- Main limit
- SSO, SCIM, Git source control and granular roles are Enterprise only.