Answer the concern you actually heard
Use this fictional conversation to practise preparing an honest response. The goal is to understand the concern, say what the evidence supports and identify what still needs testing. Write it yourself or use one approved assistant; AhaDo does not join the call or make a commitment. Keep names, private messages and account details out. An objection is not a wall to knock down. Sometimes it is a perfectly sensible sign saying “please bring evidence”.
Keep the concern, evidence and unknowns separate
Fictional preparation brief. No real customer, provider or deployed workflow is represented.
[O1] The other person asks: “Can this AI-assisted reply workflow guarantee accurate answers?” They also ask how much staff review time it takes.
[O2] Available evidence: one authored synthetic example completed the worksheet. Its draft contained one unsupported statement, which the reviewer removed before marking the example checked.
[O3] The example did not use customer messages, production systems or a provider account. It did not measure accuracy, review time, error rate, completion rate or business impact.
[O4] Proposed workflow boundary: a person compares every draft with an approved source before sending it. If the source is missing, unclear or conflicts with the draft, the reply is held for clarification.
[O5] Unknown: the person’s message types, source quality, volume, current review method, required response time, acceptable risk and who may approve replies. No trial, price, delivery date or commitment is agreed.
Prepare a response and one useful follow-up question. Do not convert O4 from a proposed boundary into an already deployed control.
Ask for a direct answer, evidence and one next question
Use only the supplied conversation and evidence notes; preserve their source labels. Draft a short spoken response: acknowledge the actual concern without pretending agreement, answer the question directly, explain what the evidence does and does not support, then ask one useful clarifying question. Describe human review only where the notes call for it, distinguishing a proposed check from an existing safeguard. For fictional O1–O5, review time remains unknown; for other notes preserve any stated time and its evidence limits, or say it is not stated. Do not turn an estimate into a benchmark or a proposal into a promise. Do not invent percentages, capabilities, prices, trial offers, deadlines or contract terms. Distinguish ‘we would test’ from ‘we have tested’. If the question or necessary evidence is missing, say what is needed. Give one sentence to avoid and a repair grounded in the notes. Source:
Compare with a complete honest response
Prepared response:
“That is a fair concern. No, the evidence we have does not support a guarantee of accurate answers [O1–O3]. We have one authored synthetic example. In that exercise, a reviewer found and removed one unsupported statement before the example was marked checked [O2]. It did not measure accuracy or staff review time, and it did not run on your messages or a production system [O3].
“The proposed workflow keeps a person responsible for comparing each draft with an approved source before anything is sent. If the source is missing, unclear or conflicts with the draft, the response is held for clarification [O4]. That is the boundary we would test; O4 does not show that it is already deployed or effective in your environment.
“To understand whether a bounded trial would be useful, could you walk me through one common, non-confidential message: which source the reviewer checks today, and what makes that review take longer or feel risky?”
Why this question: it asks about message type, source and current review method—three unknowns in O5—without assuming the person wants to buy or that a trial is agreed. One question can contain connected parts; do not turn the conversation into a twelve-box intake form.
What remains open:
• accuracy and error rate in the intended setting;
• review time and required response time;
• source quality and conflict handling;
• message volume, acceptable risk and authorised approver;
• whether any trial is appropriate, and its scope, success criteria and stop conditions.
None of these are results or commitments [O3, O5].
Avoid: “Our workflow guarantees 99% accurate replies and cuts review time in half.”
Repair: “We have not measured accuracy or review time. We can first understand one representative workflow, then decide whether a bounded test is appropriate [O3, O5].”
If asked “So will it save time?”, answer: “We do not know yet. Review time depends on the source, message and required checks; those details are still missing [O3, O5].” Do not swap a guarantee for a hopeful synonym such as “virtually error-free”.
Check the response against every evidence limit
Trace each factual sentence to O1–O5. Does the first sentence answer the guarantee question without dodging it? Is the synthetic example described as an example rather than a measured result? Is O4 still proposed and human-reviewed, with missing or conflicting sources held? Does review time stay unknown?
Remove percentages, time savings, trial details and commitments absent from the brief. Check that the follow-up asks for non-confidential workflow information and does not request real messages. If the concern changes during the conversation, write down the new concern in the speaker’s own words before preparing another answer. Revise your response before ticking the checks below. A reviewed script does not prove the workflow or authorise a trial.
Record the answer and decide whether more discovery is needed
Copy the reviewed response before leaving; edited worksheet text is not saved. Use it only in an authorised conversation and adapt it to what the person actually asks. Record confirmed statements, unanswered questions and any agreed next action separately. AhaDo does not send the response or create a trial. If the conversation reveals a real workflow to understand, use the customer-research Task below to prepare neutral questions and preserve the person’s own words. That is discovery, not automatic sales follow-up. Do not promise a test until its owner, scope, data boundary and decision criteria are agreed. Completion here means a response is prepared, not that the concern is resolved or a deal advances.