On Monday, a leader discusses a product launch. On Tuesday, they approve the budget. By Friday, the team is waiting for a decision that has already been made. The meetings are in the calendar, the messages are searchable and the tasks exist. Yet only someone who attended every conversation can reconstruct what happened.
Which AI assistant would help? Start by identifying where time is lost: drafting documents, finding information or following up on execution. That determines whether you need an office assistant, enterprise search, a meeting tool or an operational agent. Products built on the same model can still do very different jobs.
Three key points
- 01
Identify where time is lost: documents, search or following up on execution.
- 02
Compare tools using one project history, including changed decisions and permissions.
- 03
Include review and correction time alongside the subscription price.
Which tasks are worth handing to AI?
Company owners, operations directors and project managers have different responsibilities but similar questions: what changed, where has work stalled and which decision is needed now? Each question involves work. Finding out why a launch slipped may require reading messages, checking the plan and asking the people involved. This repeated work makes a useful first test.
Preparing for a weekly meeting, for example, involves collecting updates, checking overdue tasks, reading recent agreements and finding contradictions. Compare a briefing prepared by an employee with one produced by the assistant from the same sources. Did the AI miss a change, mistake a promise for a decision or cite an outdated document?
“Make management more efficient” is too broad to test. A better assignment is: “Summarise this week's project changes, identifying decisions without an owner and questions awaiting approval.”
A market overview: four types of tools
All these products may be advertised as AI assistants for business. Their differences become clearer on a real assignment. One helps write a document, another finds information and a third processes a meeting. The categories below overlap; they are starting points for selection, not a ranking or a strict market classification.
| Category | Examples | First question to test |
|---|---|---|
| AI within an office environment | Microsoft 365 Copilot, Gemini in Workspace | Can it assemble the required material from accessible work files? |
| Enterprise search | Glean | Does it find current sources while respecting the employee's permissions? |
| Meeting content tools | Notion AI Meeting Notes, MEETRON | Are decisions, their reasons and the resulting tasks preserved? |
| Operational agent | Executive AI | How are decisions, owners, deadlines, follow-up and project history connected? |
Microsoft announced general availability of Copilot Cowork on 16 June 2026. It illustrates the move towards multi-step work within office tools. Check availability and capabilities for your account and region.
Glean emphasises search across corporate sources and existing access permissions. This category is relevant when employees struggle to find information the company already holds.
MEETRON Corporate describes working with meeting archives, transcripts and documents through corporate memory and questions about their contents. Here, the test concerns the quality of work with accumulated meeting material.
Executive AI is designed around work that continues after a meeting: connecting an agreement to a task, owner and deadline, then preserving changes and results. A useful demonstration question is: “The minutes are ready. What happened to the assignment a week later?”
This overview draws on vendors' descriptions; it is not based on our own comparative tests. Evaluate the version available to you as a whole: meeting tools are also adding agents and automated actions.
Do you need another service if you already have a CRM and task tracker?
If the team maintains tasks reliably in one place, first identify what is missing there. Another task list may simply double the work. A separate assistant makes sense when it helps transfer agreements into the working system and preserves their context: who approved the deadline, what blocks delivery and why the priority changed.
During a demo, change a deadline in your usual tracker, then request a briefing. If the old deadline remains, you have another copy of data to maintain. Confirm the specific integration with your CRM or tracker before buying.
Five questions for a demonstration
Use company data that you are authorised to include in a test. Prepare a short project history containing an initial decision, a revision and an unfinished task.
- Which decision is currently valid? The assistant must distinguish a proposal, approval and cancellation. The latest remark is not necessarily an approved decision.
- Where did the answer come from? Look for a link to a document, recording or discussion fragment, rather than a confident explanation without evidence.
- What happens when information is missing? If no owner was named, the correct result is a question or a missing-owner flag.
- Which actions require approval? Drafting, assigning work to an employee and emailing a client have different consequences.
- How is an error corrected? Check whether a correction appears in the next briefing and whether its history is retained.
Repeat the demonstration as an employee with fewer permissions. If restricted information becomes visible, the quality of the prose is irrelevant: that workflow is not acceptable.
How to compare the cost of AI assistants
A licence is only part of the expense. Include source setup, reviewing output, maintaining integrations and correcting mistakes. A cheap tool can become expensive if every briefing has to be rebuilt.
Compare a consistent unit of work, such as an accepted weekly report. Measure the time it takes today, the time needed with AI including review, and the significant errors that remain.
Keep freed-up time separate from actual cash savings. An employee who prepares reports faster does not automatically cost less. The value may come from additional work, fewer revisions or earlier discovery of a delay.
When to postpone deployment
If nobody can establish the current status of a task, first agree where that status is confirmed. If decisions are made verbally and never recorded, the process itself must change. An assistant needs an accessible record; it cannot reliably reconstruct information absent from its sources.
You do not have to reorganise the entire company first. Choose one process, appoint an owner and agree on the conditions for accepting the result.
Where to start
Choose the last meeting after which someone had to search for decisions and chase tasks manually. Test the product through the full sequence: what was decided, who received the assignment, what changed and what needs intervention. That tells you more than comparing how much different models write.
Learn about the approach at Executive AI. If the main difficulty starts after calls, read about following up on meeting action items. To test the approach in practice, use the pilot plan for consultants and agencies.
