Teams dig by hand for weeks, the same expert keeps getting pulled in, and the fix lands on the symptom instead of the cause.
POSTHOG
knows users stall at setup.
STRIPE
knows those accounts never upgraded.
HUBSPOT
knows they came from one campaign.
SLACK
knows one engineer answers every question about it.
INVAR knows it's one problem, and which fix to try first.
One loop, start to finish. Every pass writes back what was tried and what worked, so the next investigation starts smarter.
Connect
Read-only connections plus your goals and metric definitions.
Under 15 minutes
Investigate
Ask why in plain words. Causes ranked, every angle checked, every number linked to its query.
Under 2 minutes
Decide
The owners of each angle weigh in next to the evidence. INVAR learns your context.
Owner, target, baseline
Act
Approved in INVAR, shipped from Slack to Jira, Linear or GitHub Issues.
Nothing without approval
Prove
The target metric and question load measured against baseline, with a recorded verdict.
Both sides, measured
CONNECTIONS
11 of 15 minPostHog
Events, persons, feature flags
Stripe
Subscriptions and invoices
HubSpot
Deals, campaigns, owners
Slack
Question metadata only; text stays in Slack
Company context
Goals 2026, metric definitions, pricing
Your goals and metric definitions go in too, so every answer uses your numbers, not a generic formula. No migration, no tracking plan rewrite.
RECOMMENDATION
CorrelationSimplify Salesforce setup and publish one field-mapping guide
Each recommendation opens a short thread with its owner. When someone says "that spike was a one-time migration," INVAR learns it for your company.
INVAR drafts the ticket and posts it to the owner with the evidence, a suggested assignee and the target metric. Nothing is created without a person's approval.
INVAR APP 10:42
Drafted a ticket from the approved recommendation. Review it, then create.
Simplify Salesforce field mapping in setup
Campaign B accounts stall at field mapping; 40 related questions reached Engineering this month.
Simplify Salesforce setup
Watching24.0% → 29.5% · target 32.0%
Day 18 of 30 · Salesforce questions 40 → 22 a month
Write the field-mapping guide
Hit40 → 14 questions / mo · target 20
Closed Sep 30 · before and after, no holdout
That history of what you tried and what worked stays with your company.
AskRight is INVAR's Slack app. DM it or mention it in a channel.
Repeat questions, answered
From your approved docs and past answers, with sources.
New ones go to the right person
With a fallback owner per topic, and load spread so one expert isn't buried.
Gaps turn into docs
Topics with no doc or a single answerer show up in a weekly gap report.
Reports show teams and topics, never individual scores. An expert is named only to route a question to them.
Any analytics tool reports activation and churn. These need customer data and team conversations joined at the account and feature level.
True cost to serve
Plans that look profitable but quietly consume support and engineering time.
Stripe + AskRight
Revenue at knowledge risk
Paying accounts whose issues only one person knows how to solve.
Stripe + AskRight routing
Silent regressions
Releases that left product metrics flat but spiked internal questions.
PostHog releases + AskRight
Confusion or failure
Whether users can't find a feature, or find it and get stuck.
PostHog usage + question topics
Expansion hidden in questions
Accounts outgrowing their plan before they ever ask Sales.
AskRight + PostHog limits + Stripe
Slow answers that cost revenue
Accounts whose escalations took longest before they shrank or left.
AskRight response time + Stripe
ONE BRAIN, A LENS PER TEAM
Lenses are entry points, not walls. Each gets saved questions and a weekly digest, and every investigation still checks every angle.
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SAVED QUESTION
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WHAT INVAR ADDS
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People Ops lens, for new-hire questions in the first 30 days, joins during the pilot.
Slack stays in Slack
Message text is fetched to answer a question, then discarded. INVAR stores only metadata.
Your own key
A separate warehouse and encryption key for each company. Delete it and the data is unreadable, with a signed certificate.
Kept inside your company
Chat content, context and everything INVAR learns stay in your company's own space. Nothing crosses to another customer or trains a model.
Your permissions, kept
Every answer respects what the asker can already see. Private channels stay private.
Not a monitoring tool
INVAR doesn't track individual messages or report on anyone's performance. No scores, no rankings. Reports show teams and topics, and an expert is named only to route a question to them.
Approval and audit
Nothing is written to another tool without a person's approval, and every action is logged.
Security questions: security@invarhq.com
Numbers come from queries on your data, never from the model. Every claim carries one of four labels, so you know how much weight it can bear.
Seen directly in your data.
Moves together. Not proven to be the cause.
Plausible. Needs more evidence before you act on it.
Backed by a holdout or experiment. The only label that says "caused".
| SEES CUSTOMERS AND REVENUE | SEES TEAM QUESTIONS AND ROUTING | RECOMMENDS AND MEASURES OUTCOMES | |
|---|---|---|---|
| Slack AI, Gemini, Copilot, Notion AI | No | Answers from docs only | No |
| Dust | No | Yes, as knowledge agents | No |
| Glean | No | Finds documents; priced for larger companies | No |
| PostHog AI | Yes | No | No |
| Hex, Equals, Amplitude agents | Yes | No | Analysis, without tracked outcomes |
| INVAR | Yes | Yes, routing and gap detection | Yes, with a measured verdict |
Built to work alongside your analytics tools, not replace them.