Prompt Details
Model
(claude-5-sonnet)
Token size
283
Example input
[PRODUCT_CONTEXT]: A project management SaaS for small creative agencies. New teams can create projects, invite clients, assign tasks, and approve work in one place.
[USAGE_AND_FEEDBACK]: New accounts usually create a project, but only 28 percent invite a client within the first week. Support tickets say clients find the invitation email unclear. Teams that invite a client tend to return more often in the next month.
[RETENTION_GOAL]: Increase early team activation without adding a new paid feature.
[CONSTRAINTS]: The team can change onboarding emails and in-app guidance this quarter, but cannot rebuild permissions.
Example output
Working Note: Early Activation for New Agency Teams
Situation in plain language
Most new teams start a project, but most don't invite a client in the first week — only 28% do. Since teams that do invite a client tend to come back more the following month, client invitation looks like a meaningful early step, not just a nice-to-have. Support tickets pointing at unclear invitation emails suggest at least part of the drop-off is a communication problem, not a demand problem.
What the evidence shows
Only 28% of new accounts invite a client in week one.
Support tickets describe the invitation email as unclear.
Teams that invite a client return more often in the following month.
Reasonable assumptions (not confirmed)
The unclear email is a meaningful cause of low invitation rates, not just an incidental complaint from a vocal minority.
Teams that don't invite a client are less likely to see the product's full value (client approval loop), which may affect their motivation to return.
New teams understand what "inviting a client" is for, but hesitate or fail at the mechanics.
Unanswered questions
Is the 72% who don't invite a client failing at the email step, choosing not to invite anyone yet, or unsure why they'd want to?
Does the return-rate correlation hold regardless of team size, agency type, or project complexity — or is it explained by something else (e.g., more organized teams both invite clients and return more)?
At what point in the invite flow do people drop off — never starting it, starting and abandoning, or sending it but the client never responding?
Where customers may be getting stuck
Between creating a project and inviting a client — the first-week gap suggests this step is either skipped or attempted and stalled.
At the client's end — if the invitation email is unclear, clients may not be completing their side of the loop even when a teammate sends it.
This is a correlation between invitation and return visits, not proof that invitations cause retention — worth keeping in mind before treating it as guaranteed.
Recommended actions to test
Rewrite the client invitation email
Problem addressed: Clients reportedly find the current email unclear, which may block the invite step even when a team member initiates it.
Audience: Clients receiving invitations (indirect: the inviting team member).
Effort/dependency: Low — copy and possibly template design change only, no permissions or backend work.
Signal of success: Increase in the percentage of sent invitations that clients accept/complete, tracked against the current baseline.
Add in-app guidance nudging invitation during project setup
Problem addressed: Teams may not invite a client simply because it isn't surfaced as an obvious next step after creating a project.
Audience: New team admins/owners setting up their first project.
Effort/dependency: Low-to-moderate — in-app messaging or checklist item, no permissions changes needed.
Signal of success: Increase in the share of new accounts that invite a client within the first week (above the 28% baseline).
Send a short onboarding email sequence reinforcing the invite step
Problem addressed: Teams may create a project and then get busy or forget the client-invite step is available/valuable.
Audience: New account owners in their first week.
Effort/dependency: Low — email sequence build, no product changes.
Signal of success: More accounts inviting a client within week one, and/or higher click-through on the invite prompt within the email.
Priority order and trade-off
Rewrite the invitation email first — it directly addresses a named, evidenced problem (unclear email) with the lowest effort and fastest turnaround.
In-app guidance second — it targets the assumption that invitation isn't prominent enough, but requires more design/build time than an email edit.
Onboarding email sequence third — likely to reinforce the other two changes, but on its own is a weaker lever if the email or in-app prompt issues aren't fixed first.
The trade-off is speed versus reach: the email rewrite is fastest to ship and test in isolation, while the in-app guidance and sequence take more coordination but may capture teams who don't reach the invite step at all.
Next questions or data checks before a larger commitment
Pull invitation funnel data: how many teams start the invite flow vs. complete it vs. never begin it?
Check whether the return-rate correlation holds across different agency sizes or use cases, to rule out a confound.
Ask clients directly (via a quick survey or support follow-up) what specifically was unclear about the invitation email.
Confirm whether clients who receive the invite but don't act are a separate problem from teams that never send one.
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CLAUDE-5-SONNET
Turn product usage patterns and customer feedback into a practical retention plan. Identify where users lose momentum, what the evidence supports, and what the team should test next.
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Added 17 hours ago
