Organizational intelligence for confident decisions

Every organization isalready an intelligence.It's just an extremely slow one.

Your company's truth is scattered across repos, deals, calendars and inboxes — each system telling the truth, collectively wrong. Qwiri holds the full working state, reasons across all of it at once, and tells you what is true. With citations.

L1 → L3 in ninety days
Every answer cited, or silence
Your permissions, inherited — never widened
What is true///
What does not add up///
Known better every month///
Cite or stay silent///
Nobody fixes the same thing twice///
What is true///
What does not add up///
Known better every month///
Cite or stay silent///
Nobody fixes the same thing twice///
01 — The problem we understand

Nothing is broken. Every system is telling the truth. That's exactly the problem.

We've felt this. The deal says one thing, the repo says another, the calendar doesn't know either of them exists. No single tool you run today would catch it — because no single tool can see all three facts at once.

Case file — Wells FargoDetected automatically
HubSpotWells Fargo moved to Proposal Sent11 Aug · 14:20
GitHubLast commit on the cortex repo10 Aug · 09:04
CalendarTechnical demo with client, confirmed27 Aug · 11:00

Sold on the 11th. Demo booked for the 27th. Nothing built for eleven days. Read separately, nothing triggers an alert anywhere. Read together, the gap is unmissable.

Chapter 0101

Silent drift

What was promised, what was scheduled and what was built diverge quietly. Each system is internally consistent and collectively wrong. The gap surfaces at the client — never internally.

Chapter 0202

Answer latency

Questions whose answers already exist in your own data take hours or days, because they need the right human in the right timezone. Meetings are the current technology for organizational state reconciliation.

Chapter 0303

Duplicated work

Two teams build the same thing because neither could see the other. AI made building cheap enough that this is now routine rather than embarrassing — and nobody is measuring the cost.

02 — The compounding loop

Intelligence that does not accumulate is not intelligence.

Most software is exactly as capable on day 1000 as on day 1. Qwiri's floor rises every day it runs — and that is the only part a competitor cannot copy in a quarter.

Step 01

Connect

A source comes online. Raw events land as immutable facts — an actor, an action, a timestamp. Nothing summarized, because a summary is where provenance goes to die.

Step 02

Resolve

The system works out what those facts refer to. This repo builds that product. That product is what was sold to that account. Done once per entity, not once per query.

Step 03

Answer

You ask. Retrieval runs inside your permission scope, reasons across sources, and returns an answer with citations and timestamps.

Step 04

Correct

A human who knows says otherwise. Confirmations, dismissals, fixes — the highest-quality signal the system will ever receive.

Step 05↺ again

Retain

The correction is written back permanently. The next person asking a related question inherits it. Nobody fixes the same thing twice.

Connect → Resolve → Answer → Correct → Retain → Connect

03 — The product

Three surfaces. One organization graph underneath.

Capability 01 — Ask

Ask anything. Get what's true.

Natural language across every connected source — code, commerce, calendar, conversation. Not links to read: the answer, with the reasoning attached.

  • Every answer cited with source, timestamp and link
  • Uncertainty stated in one line — never smoothed over
  • Permission-scoped invisibly: two people, same question, different correct answers
Qwiri — Ask
What did we commit to Wells Fargo — and is it built?

A proposal including the cortex integration was sent on 11 Aug. The repo's last commit was 10 Aug, 09:04 — no build activity since. The client demo is confirmed for 27 Aug.

HubSpot · Deal #4821 · 11 Aug 14:20GitHub · cortex@main · 10 Aug 09:04Calendar · Demo · 27 Aug 11:00

Unconfirmed link: repo ↔ account is inferred — flagged, not hidden

Capability 02 — Drift

Your organization notices its own contradictions.

Continuous detection across sources, before the gap surfaces at a client. Five classes at launch — each card shows the evidence, the confidence, and three actions.

  • Commitment gap · Stale momentum · Duplicate effort
  • Ownership vacuum · Silent scope change
  • Confirm, dismiss or open in Ask — every decision teaches the graph
Drift detectedHigh confidence

Commitment gap — Wells Fargo

CRMDeal moved to Proposal Sent11 Aug · 14:20
RepoNo commits on cortex11 days idle
CalendarClient technical demo27 Aug · 11:00
ConfirmDismissOpen in Ask
Capability 03 — Pulse

Every Monday, this writes itself.

The organizational briefing, generated rather than written. What shipped — translated from commits into outcomes. What moved commercially. What is at risk. Segmented by role.

  • An exec and an engineering lead get different resolutions of the same week
  • Every line citable back to the record it came from
  • Always current — rendered from the graph on read, never a stale snapshot
Pulse — Week 33
ExecEng lead
Shipped3 features translated from commits into outcomes — incl. SSO for enterprise tier.
Moved2 deals advanced. Wells Fargo to Proposal Sent; Batelco integration scoped.
At risk1 commitment gap (demo 27 Aug, repo idle 11 days). 1 ownership vacuum on billing svc.
Generated, not written · Every line cited · Segmented by role
04 — Organization IQ

Not a vanity score. A measure of how ready your company is to decide. We measure decision readiness — not document completeness.

Organization IQ answers three questions instantly: how intelligent is Qwiri about your organization today, where are the gaps, and what should you connect next to make it smarter. A source earns weight by importance, freshness and the decision context it unlocks — another random PDF moves the needle far less than your CRM or your executive decision history.

72% · Senior — Qwiri can confidently support operational decisions across 6 of 8 functions. +8% to Director.

Organization IQ — Acme CorpDecision readiness
72%Organization IQ

Readiness level: Senior

Based on source coverage, evidence quality, and cross-functional connectivity.

Next milestone
8% to Director
Decision intelligence level
1InternKnows isolated facts, retrieves basic answers
2JuniorAnswers within individual sources and functions
3SeniorSynthesizes multiple sources into grounded recommendations
4DirectorReasons across functions and dependencies
5CXOSupports strategic, cross-functional decisions and tradeoffs
Function readiness
Leadership
86%
Product
82%
Support
79%
Sales
74%
Operations
68%
Finance
61%
People
57%
Legal
43%

Leadership runs at 86% because strategy docs, board decks and decisions are connected. Legal sits at 43% — contracts, policies and legal decision history are missing.

Fastest path to Director
Connect board decks & strategy documents+7%
Connect Salesforce — CRM & customer health+6%
Add leadership decision history+5%
Connect finance models, budgets & actuals+4%
Map owners across every function+4%

Never just a number — the score always shows what is missing and what fixing it is worth.

Already counted
Policy library+9%
Product documentation+8%
Support knowledge base+7%
Org chart+5%
SOPs & playbooks+4%
Shared drive indexing+3%

These sources are already contributing — progress you can explain, not a black box.

Percentages shown are illustrative — the scoring framework ships with the product

05 — The ladder

Six levels of organizational intelligence. Every company sits on one rung today.

L0OralKnowledge lives in people's heads. Retrieval is by meeting. Turnover is amnesia.
L1RecordedWritten down and searchable — and decaying immediately, because updating it is nobody's job. Where most companies sit.Most companies today
L2ConnectedSources unified. Anyone asks across all of them and gets a cited, permission-scoped answer. Latency collapses from days to seconds.
L3Self-awareThe organization notices its own contradictions without being asked. Drift surfaces internally before it surfaces at a client.Qwiri in 90 days
L4CompoundingAmbiguity resolves itself. Judgment tunes to this company specifically. A new joiner starts with full context on day one.Over 18 months
L5DecidingThe system models consequences, carries the record of past decisions and their outcomes, and recommends inside bounds you set.What becomes possible

The measure: a company running Qwiri for two years should be able to do things a company running it for two weeks cannot. If not, we built a search box.

06 — Connects where work happens

Reads the systems where work actually happens. Never asks for a status update.

OAuth, incremental sync, webhook-driven. Two connectors are enough to produce real value — and Qwiri only ever inherits the access you already hold. It never grants more.

GitHub
Launch
Linear
Launch
Jira
Launch
HubSpot
Launch
Google Calendar
Launch
Gmail
Launch
Slack
Launch
Salesforce
Fast follow
Notion
Fast follow
GitLab
Fast follow
GitHub
Launch
Linear
Launch
Jira
Launch
HubSpot
Launch
Google Calendar
Launch
Gmail
Launch
Slack
Launch
Salesforce
Fast follow
Notion
Fast follow
GitLab
Fast follow

Personal scope stays personal — projected facts, never artifacts

07 — Book a demo

See what your company is contradicting itself about. This week.

Thirty minutes. Bring your hardest cross-system question — the one that currently takes three meetings to answer — and we'll show you what Qwiri catches.

For whom: founders, COOs and CTOs at 20–500 person companies.

What you keep: the drift report we generate from your connected sources.

What we never do: widen your permissions, or score your people. Attribution yes, evaluation no.