When to use it
A reviewer needs a decision memo that turns conversion research, prioritization, and experiment planning into an approval-gated next step.
Report Artifact
Conversion Optimization Decision Governance Memo
A structured review that determines whether a conversion optimization recommendation is approved, caveated, held for evidence, or ready for a test plan based on decision quality and governance state.
Decision frame
What this workflow decides
Summarize whether the conversion optimization recommendation is approved, caveated, held for more evidence, or ready for a test plan based on decision quality and governance state.
10X review note
10X should review Conversion Optimization Decision Governance Memo, compare the decision evidence with the caveats, and keep the next recommendation approval-gated until the reviewer accepts it.
What this page decides
A reviewer needs a decision memo that turns conversion research, prioritization, and experiment planning into an approval-gated next step.
Decision: Summarize whether the conversion optimization recommendation is approved, caveated, held for more evidence, or ready for a test plan based on decision quality and governance state.
Sample review note
10X should review Conversion Optimization Decision Governance Memo, compare the decision evidence with the caveats, and keep the next recommendation approval-gated until the reviewer accepts it.
Diagnostic table
| Signal | Check | Action |
|---|---|---|
| Funnel math and scenario quality | Separate observed inputs from assumptions before treating a scenario as decision evidence. | If the model is sensitive to an assumed number, keep the recommendation as a scenario until the source is verified. |
| Conversion quality and measurement confidence | Separate decision-driving conversions from diagnostic events and caveated attribution signals. | If conversion quality is unknown, keep the recommendation caveated until the downstream source is reviewed. |
| Operating failure modes | Separate a funnel leak from an operating leak, such as no follow-up, no promotion, weak delivery, or no owner. | If the operating owner or follow-up path is unclear, mark the recommendation as a process fix before a creative fix. |
| Evidence-to-decision summary | Summarize the finding, evidence quality, contradiction risk, and recommendation state in one reviewable memo. | If the caveat can reverse the action, label the recommendation held until the missing evidence is reviewed. |
| Prioritization and experiment link | Connect the recommendation to a prioritized backlog item, research task, or experiment plan instead of leaving it as advice. | If the next step cannot be tied to an owned route, create a planning task rather than an execution recommendation. |
| Claim and confidence governance | Protect the memo from overstating what research or test evidence proves. | If the evidence is directional, avoid winner language and keep the recommendation as a staged review. |
Data sources
- Decision memo -- the written recommendation including its stated reasoning and confidence level
- Research synthesis -- underlying qualitative and quantitative evidence that informed the recommendation
- Prioritized backlog -- the ranked list of initiatives where this recommendation would land
- Experiment plan -- any proposed or completed test design tied to the recommendation
- Analytics workspace -- platform data showing conversion behavior, funnel movement, and attribution signals
- Approval log -- record of who has reviewed, approved, or held previous recommendations in this area
Related resources
FAQ
Can 10X make the change automatically?
No. The recommendation stays reviewable and approval-gated until a human reviewer accepts the action. The governance decision requires judgment about risk tolerance and organizational context that cannot be delegated to a system.
What happens when a supporting input is missing?
The memo keeps the recommendation caveated and names the missing context before proposing follow-up. Acting on incomplete evidence risks both a wrong action and a lost learning opportunity. Naming the gap assigns accountability for filling it.
What should the reviewer check for evidence-to-decision summary?
Whether the caveat can reverse the action. If it can, label the recommendation held until the missing evidence is reviewed. The reviewer checks whether evidence is sufficient to support the specific action proposed, given its cost and reversibility.
What should the reviewer check for prioritization and experiment link?
Whether the next step ties to an owned route. If not, create a planning task rather than an execution recommendation. Unowned recommendations accumulate without accountability, creating the illusion of progress while execution stalls.
What should the reviewer check for claim and confidence governance?
Whether the evidence is directional or conclusive. If directional, avoid winner language and keep the recommendation as a staged review. Overstating confidence erodes stakeholder trust when the action does not produce expected results.
What should the reviewer check for approval and follow-up control?
Whether an explicit approval exists. If missing, draft follow-up but do not mark it executable. This prevents teams from skipping the gate under urgency, only to discover the action conflicted with another initiative or violated a constraint the approver would have caught.
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