01
Choose buyer questions
Start with three to five questions that could put your brand on a buyer’s shortlist. Edit every prompt before it runs.
Prompt text and version stay attached.
How Aelo works
From one buyer question to one decision you can defend.
Most trackers stop at a score. Aelo keeps the answers behind it, shows what the evidence can support, and gives your team one bounded next investigation.
The measurement path
Five stages. One evidence trail.
Each stage adds context without breaking the link to the answer that produced it.
02
Collect repeated answers
Aelo asks each plan-approved assistant four times. Returned answers and provider failures remain part of the record.
The denominator never disappears.
03
Open the evidence
Inspect where your brand appeared, which names appeared beside it, and which URLs came through structured provider citations.
Mentioned links remain separate from citations.
04
Choose one investigation
Aelo ranks a prompt or source gap and keeps the reason beside the task. It does not promise that the work will earn a mention.
Every action points back to evidence.
05
Measure again fairly
A follow-up is compared only when prompt, engine, model, region, mode, search, scorer and sampling conditions still match.
Changed evidence produces an inconclusive verdict.
One contract
The dashboard, API and MCP read the same evidence.
Convex binds every protected read and write to a workspace, runs durable measurement work, and stores large raw receipts without asking the interface to invent a second version of the truth.
Durable work
Retries do not quietly reserve the same quota twice.
Workspace boundaries
Roles and membership are checked on the server.
Inspectable receipts
Answers, failures and structured citations remain retrievable.
Compatible follow-ups
Changed measurement conditions cannot become a lift claim.
What reaches the screen
The receipt survives the summary.
Measurement receipt / sample 04
What are the best project wikis for an engineering team?
Answer text stays readable. Provider citations remain attached. A missing or failed sample stays missing or failed.
Observed
3 / 4 mentions
Confidence
Low
State
Partial
Illustrative structure, not a customer result.
Start with the evidence