Early access — opening gradually

Data analysis
you can actually
put your name on.

Quantiri reads your dataset and writes a finished intelligence report — where every number is computed, never guessed. The statistics are done by code; the AI only writes them up. You get a board-ready report in minutes, not days.

Deterministic statistics engine
Zero-hallucination by architecture
Live sample — no signup
Why it's different

Most AI tools guess.
Quantiri computes.

The difference is architectural. Statistics are computed first, deterministically. Language is applied second, constrained to what was computed.

01

Statistics first. Language second.

Every mean, correlation, effect size, and share is computed deterministically by the signal emitters before the language model runs. The LLM receives the numbers — it never invents them.

02

Ranked by impact, not p-value.

Findings are ordered by how much they would change a decision, gated on real statistical thresholds. The most important finding is always first — nothing is buried in an appendix.

03

Zero hallucination, by architecture.

The narrative pass is constrained to the evidence payload: if a number isn't in the computed evidence, it cannot appear in the report. This is enforced structurally, not promised in copy.

Live sample

This is what your
report looks like.

Open full report
quantiri.com/dashboard/reports/demo
Professionals dominate screen time, but the platform split is a coin flip
50,000 rows4 signals
Complete

50,000 device users · 4 occupation groups · 2 platforms

Professionals log a quarter of all weekend screen hours — yet Android and iOS split the market almost perfectly in half

Two very different stories live inside this dataset. On one side, occupation carves up digital time with surprising sharpness — Professionals alone account for 25.4% of all weekend screen hours across four groups that should, in theory, share it equally. On the other, the platform war that has defined a decade of tech strategy turns out to be essentially a draw: Android holds 50.16% of devices, iOS 49.84%, a gap of just 160 users across 50,000. The data is telling us that who you are professionally shapes how much you stare at a screen on Saturday, but the device in your pocket is essentially a coin toss.

Signal 10.471

Weekend screen time × Occupation

Professionals account for 25.4% of all weekend screen hours — the single largest share among four occupation groups that together cover the entire dataset

Signal 20.460

App usage count × Occupation

The same Professional group drives 25.3% of total app usage, confirming that occupation is the master variable for digital engagement intensity

Signal 30.216

Device type split

Android leads iOS by just 160 devices across 50,000 users — a 0.32-percentage-point margin that is statistically indistinguishable from parity

Signal 40.074

Gender distribution

Male, Female, and Other each hold almost exactly one-third of the sample, making gender the most balanced dimension in the entire dataset

Executive summary

In 50,000 users, occupation is the only dimension that actually divides people — everything else is a coin toss

Professionals dominate both weekend screen time and app launches with a signal strength six times greater than gender and twice that of device type — occupation is the variable that earns attention. Platform, gender, and every other demographic cut in this dataset resolves to statistical noise; the question worth asking is not who someone is, but what they do for a living.

Key findings

1

Weekend screen time by occupation

0.47
2

App usage count by occupation

0.46
3

Device type split

0.22
01
Concentration · 0.471

Professionals own a quarter of all weekend screen hours across just four groups

Imagine four occupation groups splitting a weekend equally — each should claim roughly 25% of total screen time. Professionals do claim 25.4%, but the gap between the top group and the bottom is 1,676.9 hours in aggregate, and the p90-to-p50 spread of 1,396.2 hours dwarfs the p50-to-p10 spread of just 281.1 hours, meaning the concentration lives entirely at the top. The data is not describing a gentle lean; it is describing a ceiling that only one occupation group consistently touches.

101,609.1

Professional weekend hours

Largest single-group total

25.38%

Share of total

Of 50,000-user dataset

1,396.2 hrs

P90–P50 gap

Top-to-median spread

75.18%

Top-3 combined share

Three groups, three-quarters of hours

3 more findings — plus interactive charts, spectrum analysis, and the full closing

Generated from 50,000 real user records in under 5 minutes.

Read full report
How it works

Three moments.
One finished report.

Not a process. Not a workflow. Three distinct moments that replace what used to take your team an entire week. Each one is complete in itself.

01The upload

Drop it in.
Any shape. Any mess.

CSV. Excel. Direct API call. A database export you haven't cleaned. Quantiri doesn't require tidy data — it reads what you have. Column names don't need to be perfect. Missing values don't need filling.

What you get immediately: Zero setup time. Zero configuration. The first words of your report appear within 3 minutes of upload — before you've switched tabs.
Drop your dataset here
CSV files supported
CSVMore formats coming
02The intelligence

Quantiri reads
what actually matters.

Most data tools show you everything. Quantiri finds the handful of patterns genuinely worth a decision-maker's attention — and ranks them by how much they would change what someone does next, not by statistical significance.

What changes: The most impactful finding is always first. You never have to hunt for the insight buried on page 8 of an appendix again.
Findings ranked by impact
Brand sodium gap
9.1
Fibre-K correlation
7.4
Market concentration
4.8
Rating skew
2.9
Ranked by business impact — not statistical significance.
03The report

A finished document.
Walk in ready.

The report arrives as a complete intelligence document: written chapters with narrative prose, interactive charts embedded where the story needs them, and a prioritised list of actions. Copy the link. Walk into the room.

What replaces: The 2-day write-up. The slide deck. The "let me explain the chart" conversation. Your team spends their time on decisions, not documentation.
QuantiriShare
Chapter 01
What the label never tells.
01
One number tells most of the story.
81% predictive accuracy from a single column.
02
Same shelf. Five times the sodium.
Brand explains a third of all variation.
03
92% undifferentiated.
A tiny group holds almost all the value.
Prioritise the Nabisco range
Lead with the fibre correlation
What you get

Six components.
One fewer thing
to build yourself.

Every piece of a Quantiri report exists because it eliminates a task your team used to do manually. Nothing is decorative. Every feature has a specific job it does so you don't have to.

01 — The core

Prose that reads like
a person wrote it.

Findings arrive as structured chapters with narrative body text — not a bullet list, not a table, not a summary. Written clearly enough that any stakeholder can follow it without a briefing.

Replaces
The 2-day write-up your analyst produces after every analysis. The Google Doc that gets emailed around with “does this make sense?” in the subject line. That's gone.
QuantiriWriting…
Chapter 02 — The Bran Elite
“Five cereals are doing what a hundred brands only claim to do.”
02
Impact-ranked findings

The most important finding is always first — ranked by how much it would change a decision, not by p-value. Nothing is buried. Nothing requires hunting.

Replaces: Appendix 3, page 8 — where the actual insight always lives.
#1
Critical
#2
Notable
#3
Minor
03
Interactive charts, in context

Charts appear inside the narrative, right where the text references them. No flipping to appendices. Hover over any data point. Filter. Explore.

Replaces: The separate "charts deck" built for every presentation.
04
Interactive widgets

Where a finding benefits from exploration, the report embeds a focused widget — a spectrum comparison or a calculator you can adjust to test the numbers against the computed evidence yourself.

Replaces: The pivot table someone has to rebuild every time a number changes.
0Maximum
→ Test the numbers yourself
05
Streaming generation

The report streams in as it's written. No spinner, no blank loading state — watching the reasoning emerge in real time makes every finding easier to trust.

Replaces: The wait — most tools make you stare at a loader with no idea what's happening.
Streaming · 2.1s elapsed
06
Prioritised next actions

Every report closes with numbered, sequenced actions — ranked by impact, grounded in evidence, written so anyone on the team can present them without re-explaining the analysis.

Replaces: "So what do we do with this?" — the question that ends every meeting with no answer.
Identify highest-impact segment
Quantify the competitive gap
Present to leadership
The transformation

Same data.
Different reality.

What goes in on the left. What comes out on the right. The only thing that changes is whether Quantiri is in between.

Before Quantiri3 days of work

77 rows × 16 columns. The answer is in here. Somewhere.

3seconds
After QuantiriReady to present
Five findings that change how you read the shelf.
Finding 01
One number predicts another with 81% accuracy.
You only need to check one column.
Finding 02
Same shelf. Five times the sodium.
Brand matters more than any ingredient.
Finding 03
92% undifferentiated. A tiny elite holds all the value.
The market looks equal. It isn't.
Built like infrastructure

The interesting part isn't
that it uses AI.

Everything uses AI now. What decides whether the output can be trusted is the system around the model — and that's where Quantiri is engineered to a different standard.

Deterministic core

The same dataset always yields the same numbers. Statistics are computed by code, not generated by a model.

Statistical gating

Nothing surfaces on fluency alone. A pattern must clear real significance and effect-size bars to become a finding.

Isolated failure domains

Stages run independently. One degrading never takes down the report — it simply contributes less.

Typed end to end

One typed schema flows from the analysis engine through the API to the rendered report. The contract is checked, not hoped for.

Questions

The ones people
actually ask.

Still unclear? Write to hello@quantiri.io — we reply to every message.

Not yet — Quantiri is in early access, opening in small cohorts. You can read a complete, real report in the live demo today, and join the early-access list to run it on your own data. We'll reach out when your spot is ready.

Make the move

Stop presenting data.
Start presenting answers.

Your next meeting has a dataset behind it. Your team already ran the analysis. The only question is whether the story gets told clearly — or not at all.

Early access is opening gradually · No card required

~5 min
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Zero
Setup or cleaning
Evidence-locked
Every number