One story, start to finish
Watch a PM go from “why did this drop?” to a shipped, measured fix.
One connected thread, from the first question to the measured fix.
The one example we’ll follow the whole way down
A PM at a B2B SaaS company notices onboarding activation dropped after last week’s release.
In a normal stack, that’s a week of work across six tools. A dashboard to spot it. Exports to dig. A meeting to argue causes. A spreadsheet to track it. Jira to build it. A BI deck to prove it.
In Vernais, it’s one thread. Follow it.
Retires Zapier · Fivetran · manual CSV exports
Connect your stack
Six tools, one credential each: the sources this story runs on.
- Pick fields, not tables: sync only what matters.
- Test each credential live before you sync.
- Connect once; it stays connected in every workspace.
Retires manual data wrangling · the export analyst
The brain builds itself
The moment data lands, it becomes a graph you can query.
- Signals: every record, cleaned and deduped to one.
- Entities: the same thing from many tools, resolved to one node.
- Topics: self-organized by meaning. Nobody types the labels.
Retires dashboard pivoting · a data analyst on Slack
Ask “why did activation drop?”
Ask in plain language. The Investigator answers, every claim cited.
InviteValidationError in v2.2.1
Sentry · 
GitHub · 
Stripe, citedRetires the tracking spreadsheet
The finding becomes an initiative
One click turns the Case file into initiative IN-142. Nothing retyped.
- A problem statement, written from the evidence.
- Signal clusters, split into on-topic and noise.
- A one-click re-run, refreshed with no duplicates.
Retires the status meeting
Validate the diagnosis
Vernais shows its full math, so you approve the metric before it locks.
Retires scattered proposal docs
Decide the fix
Vernais drafts solutions; you attach evidence and pick one.
- Solution IN-142-S1 ships the fix for
v2.2.1. - A fix proposed in chat or a meeting becomes its own card.
- You attach supporting or contradicting evidence, then choose.
Retires Jira
Act
The solution decomposes into tasks, each with a suggested owner and score.
| Task | Owner | Score |
|---|---|---|
| Fix invite validation | Priya | 0.87 |
| Add regression test | Dan | 0.74 |
Retires a BI dashboard · a QBR deck
Measure & launch
Lock the metric as a baseline, then prove the outcome.
Replayed over fresh windows and rolled up into Launches as a proven outcome.
One investigation opened it. One metric closed it.
One thread, end to end. No hand-offs, nothing invented.
Every hop is logged in Activity. Every number carries a receipt.