When someone leaves, your knowledge walks out with them.
Kalimo quietly captures how your company actually works — from the conversations your team already has — so anyone can ask anything and get a cited answer in seconds. No one has to document a thing.
Why did we move billing off Stripe Billing to our own ledger?
You moved off Stripe Billing in Oct 2025 because it couldn't model usage credits for the enterprise tier without manual monthly reconciliation 1. The custom ledger was approved in ADR-017 2.
Your wiki knows what someone decided to write down. Your company knows everything else.
The real operating system of how things work doesn't live in a doc. It lives in an eight-month-old thread, in a call nobody recorded, and in the head of the one person who built the thing. Wikis don't fix this — they need someone to stop and document, and nobody does.
- A handful of docs, last edited months ago
- The onboarding page nobody updates
- Decisions, with a date but no reasoning
- The thread where the call was really made
- The fix one engineer just… knows
- Why you reversed last quarter's plan
New hires hunt for context that was never written down
Every new engineer spends their first quarter reconstructing decisions from scratch — pinging the same three people, who keep re-explaining the same things.
The same decisions get re-argued, because nobody can find the why
A choice was made for good reasons a year ago. The reasons are gone. So the debate happens again — with less information than the first time.
A few people are load-bearing — and you can't see who
Some systems live in exactly one person's head. If they take a long vacation, work stops. If they leave, it leaves with them. You find out which ones the hard way.
You set strategy blind to where attention actually goes
You're steering on a mental model of what the team is working on. The real picture is in thousands of messages you'll never read — until it's a surprise.
Runs silently in the background. Zero behavior change.
Kalimo isn't another place your team has to go and maintain. It connects once, then learns continuously from the conversations that are already happening.
Connect your communication tools
An admin connects Kalimo to your workspace and chooses what's in scope. Slack is live today; more sources are rolling out.
~10 minutes, admin-onlyIt learns continuously, silently
Kalimo ingests public team conversations as they happen and builds a private, per-company map of who knows what. Nobody documents anything.
Always current, never staleAsk anything, or watch the signals
Anyone asks a question in plain language and gets a cited answer. Leadership watches the signals hidden in how the org communicates.
Answers in seconds, with sourcesKnowledge with a chain of custody — not a magic answer from nowhere.
Every answer leads with its sources, dates, and a confidence level. You can see exactly where it came from and decide whether to trust it. And when Kalimo isn't sure, it says so — and points you to the person who'd know.
What's our retention policy for EU customer data?
I'm not confident here. I only found two passing mentions and nothing authoritative — want me to ask Dana Levin, who owns data & compliance?
Who actually owns the payments reconciliation job, and what breaks if it fails?
Dana Levin owns payments reconciliation — informally. If the nightly job fails, settlement is delayed and only Dana knows the runbook 1. Incident #2291 flagged this as a single-point-of-failure and recommended a second owner 2.
A key engineer gives notice on a Tuesday and takes five years of context with her.
Except, at one company, the VP of Engineering already knew. Kalimo had flagged her steady disengagement a quarter earlier — fewer answers, fewer threads, pulling back from the systems only she understood. There was time to pair someone with her, capture the runbooks, and keep the knowledge. The resignation was a formality, not a crisis.
The layer no one else has built.
Leadership gets signals hidden in how the org communicates — written in plain language, not buried in a chart. See departure risk before it becomes a resignation, and find the people quietly holding up your most critical systems.
The people-intelligence layer is access-controlled by tier — visible to leadership, never to the whole company.
Version control for the reasoning, not just the outcome.
When a decision gets reversed, most companies lose the original logic — so the same debate comes back around. Kalimo keeps the old reasoning right beside the new one. You see what changed, when, and why.
Stay on Postgres, add read replicas. Mongo migration cancelled — query patterns turned out relational, and the team knows Postgres deeply.
Migrate to MongoDB for “flexibility at scale.” Reversed after a 6-week spike showed no real win.
Chose Postgres for transactional integrity on billing.
This is organizational memory — not surveillance.
The difference is in what Kalimo refuses to do. The privacy boundaries aren't settings you have to find and switch on — they're built into how the system works.
Private messages and private channels are never read. Ever.
Not a toggle, not a policy you have to trust us to honor — a hard, system-level exclusion. Kalimo has no path to your DMs.
Excluded means it stops reading new messages there.Everything else needs someone to write it down. Nobody does.
The tools you already have capture only what someone decided to document or record. Kalimo captures what nobody decided to write down — which is where the knowledge actually lives.
Require someone to stop and document. The knowledge is only as current as the last person who chose to write it down.
Only finds what was already written down somewhere. It can't surface the decision that lives in a thread, or the context that never left someone's head.
Capture single meetings, one at a time. No org-level picture of who knows what, or how knowledge moves.
Captures what nobody decided to write down — continuously, with zero behavior change. Answers with sources, routes to owners, and surfaces the org-level signals no other tool can see.
One system. Everyone gets their own payoff.
Get productive in weeks, not months — ask the questions you're afraid to ask twice.
Stop being the human runbook. Find why a system works the way it does without pinging a teammate.
See where knowledge is thin and who's overloaded — before it turns into an incident.
Read departure risk and single points of failure early. Steer on what's real, not on assumption.
Bought by the CTO, VP of Engineering, or CEO who can feel the knowledge leaking — and wants control before the next key person walks.
Be the company that loses a key person without losing their knowledge.
Start a pilot on one workspace. Connect Slack, ask it anything, and watch the signals — in a week you'll see what your org has been quietly forgetting.
Slack live today · Private messages never read · Per-company isolation