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Data Science Partner.

Models Forecasts Dashboards Q&A Descartes Documents Speech LLMs
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From data to evaluated models, dashboards, APIs and complete apps.

01 / 04   The office
01 / Why OctOpus

The hard part isn’t writing code. It’s knowing what to do next.

Most data-science problems don’t come with instructions. Which model should you use? What should you test? Why didn’t it work? What comes next? OctOpus is built to reason through those decisions, turning data and goals into experiments, models, insights and working applications.

Research-driven. Data-first. Built to reason.

A continuous loop: understand, reason, experiment, evaluate, adapt, then back to understand.
02 / See it work

OctOpus is your AI data scientist, from data to models and complete apps.

You ask the question.
OctOpus does the work.

Connect a file, database or recordings and describe the goal. OctOpus prepares the data, runs experiments and builds the result. Review the code and evidence, then deploy a model API or publish an app.

customers.csv7,043 customers · 21 columnsExample on sample data
  1. Reads every rowFinds 11 empty bills and fixes them
  2. Puts 1,409 customers asideNo model is allowed to see them
  3. Tries five kinds of modelKeeps the one that wins on your data
  4. Tests on the hidden customersRanks a leaver above a stayer 85% of the time
  5. Signs the resultAnyone can check the score
Most likely to cancel next monthtested on unseen customers
CustomerContractRisk
7590-VHVEGMonth to month · 1 month in92%
3668-QPYBKMonth to month · 2 months in87%
9237-HQITUMonth to month · fiber81%
9305-CDSKCMonth to month · 8 months in74%

Why they leave: monthly contracts, the first six months, paying by electronic check.

You getThe ranked listThe model, ready to callA reportA signed proof
03 / Every capability

Data science to products.
One workspace.

Work from a question to an evaluated model, dashboard or complete app. Inspect the data, code and results in one workspace, with review and publishing controls.

  1. 01Predictive models

    Churn, risk, demand, quality. Validated on your data, with the drivers explained.

  2. 02Forecasting

    Revenue, volume and inventory forecasts, evaluated against baselines on later periods.

  3. 03Dashboards

    Analytical views with data-linked metrics and filters. Review sources and refresh behavior.

  4. 04Q&A on your data

    Ask in plain words. Inspect the queries, data coverage and evidence behind the answer.

  5. 05Descartes, your company brain

    Your goals, procedures and documents, in brains you switch on per project.

  6. 06Documents & PDFs

    Word, PDF, screenshots: read, summarised, tables pulled out as data.

  7. 07Speech: TTS and ASR

    Transcribe recordings, review text and adapt compatible voice models.

  8. 08Fine-tuned LLMs

    Adapt a supported model to your examples and compare base and tuned results.

More in the workspace
  • Complete apps
  • Model APIs
  • Data cleaning & transforms
  • Public data, found for you
  • Databases & warehouses
  • Experiment records
  • SDK, CLI & MCP
  • White label
04 / On your terms

It runs where your data
is allowed to live.

Cloud, desktop or inside your own infrastructure. The same product everywhere, with a consistent workflow across deployments.

01 / CLOUD

No setup.

Open the browser and start. Your team works in one place, on one version of the truth.

Open OctOpus Cloud
02 / ON-PREMISES & PRIVATE CLOUD

Inside your boundary.

Your VPC, your data center, or an air-gapped setup. Keep data inside your boundary with local model endpoints and restricted outbound access.

Talk to us about on-prem Explore enterprise
05 / Who it’s for

Built for teams that run on data, and teams that build AI.

From analytics to AI labs, one partner. Pick yours: see what goes in, what OctOpus does with it, and what comes back.

Analytics & BI teams

Answers in hours, not sprints.

Your backlog of questions, worked through by a partner that never sleeps.

Your data
  • Warehouse tables
  • Spreadsheets
  • BI exports
OctOpus
Finds the drivers
You get
  • Live dashboards
  • Driver analysis
  • Forecasts
Use cases
  1. Why did revenue drop in March?The segments and drivers behind it, ranked, with the numbers.
  2. Can the weekly report build itself?A live dashboard that refreshes when the data does.
  3. What happens next quarter?A forecast with its range, checked on held-out months.
Speech AI startups

Voices and transcribers you can prove.

Text-to-speech and speech recognition, from raw recordings to a model you can sell.

Your data
  • Recordings
  • Transcripts
  • Your base model
OctOpus
Fine-tunes and benchmarks
You get
  • Fine-tuned TTS or ASR
  • Error rates vs baselines
  • A live endpoint
Use cases
  1. Can we ship a voice of our own?A voice fine-tuned from the base model you choose, with held-out samples to listen to.
  2. Does our ASR beat the open baselines?Word and character error rates on your own test audio, side by side, with a signed certificate.
  3. How do we ship it and charge for it?A private endpoint with its own keys, and a Marketplace listing priced per call.
Model builders & AI labs

From dataset to shipped model, with proof.

For the startups and labs that build their own models: LLMs, vision, forecasting.

Your data
  • Raw training data
  • Base models
  • Evaluation sets
OctOpus
Prepares, trains, proves
You get
  • Fine-tuned models
  • Signed benchmarks
  • Endpoints and an API
Use cases
  1. Which base model should we fine-tune?The candidates compared on your evaluation set, the winner chosen by the numbers.
  2. Is the gain real, or a leak?Scored once on held-out data the model never saw, with a certificate anyone can verify.
  3. Can other teams pay to use it?Deploy it privately, then sell it per call on the OctOpus Marketplace.
Consulting firms

More engagements, same bench.

Bring a client file on Monday, present a validated model on Friday.

Your data
  • Client data rooms
  • Market data
  • Survey results
OctOpus
Builds the case
You get
  • Client-ready decks
  • Validated models
  • Signed proof
Use cases
  1. Which stores should the client close?A ranked list with the evidence behind each one.
  2. Is the client’s churn problem real?A churn model with a signed certificate of its accuracy.
  3. Can we hand it over?A deployable model, its API and a report the client keeps.
Finance & operations

Close the month with the next one in view.

Cash, costs and risk, forecast and explained before the board asks.

Your data
  • ERP ledger
  • Bank feeds
  • Budgets
OctOpus
Forecasts the cash
You get
  • Cash forecast
  • Variance alerts
  • Board dashboard
Use cases
  1. Which invoices will pay late?A risk score per invoice, refreshed every week.
  2. Where are we over budget, and why?Variances traced to the lines that moved.
  3. What does cash look like in 90 days?A daily forecast with a best and worst case.
Product & growth

Know who stays, who pays, who leaves.

Turn product events into the next experiment worth running.

Your data
  • Product events
  • Subscriptions
  • Support tickets
OctOpus
Scores every user
You get
  • Churn scores
  • Feature impact
  • Cohort dashboard
Use cases
  1. Who will cancel next month?Every account scored, with the reasons behind each score.
  2. Did the new onboarding work?The effect measured against the users who never saw it.
  3. Which features keep people?Retention drivers, ranked by how much they matter.
Marketing & sales

Spend where it converts.

Every channel, campaign and lead read the same way, every week.

Your data
  • CRM
  • Ad platforms
  • Web analytics
OctOpus
Ranks the pipeline
You get
  • Lead scores
  • Channel mix
  • Revenue forecast
Use cases
  1. Which leads will close this quarter?A scored pipeline your reps can sort by.
  2. Which channel actually pays back?Return per channel, with what drives it.
  3. Will we hit the number?A revenue forecast that updates as deals move.
Science & research

Months of experiments, run in days.

Observations, simulations and field data turned into models you can defend.

Your data
  • Field measurements
  • Simulations
  • Sensor & satellite data
OctOpus
Tests every hypothesis
You get
  • Validated models
  • Skill scores
  • A reproducible record
Use cases
  1. Can rainfall predict river flow?Rainfall-runoff models compared on years they never saw.
  2. Which variables really matter?Drivers ranked, with the uncertainty around each.
  3. Will it hold on new sites?Tested on locations the model never saw.
Supply chain & logistics

Stock what sells, ship what’s due.

Demand, stock and routes forecast at the level you plan at.

Your data
  • Orders
  • Inventory
  • Shipments
OctOpus
Plans the demand
You get
  • Demand forecast
  • Stock-out alerts
  • Delay risk
Use cases
  1. How much do we order for each store?A demand forecast per item and location.
  2. Which shipments will arrive late?Delay risk scored before the truck leaves.
  3. Where will we run out first?Stock-outs flagged weeks ahead, by site.
Risk & compliance

Catch it before the auditor does.

Fraud, credit and controls, with the evidence a regulator expects.

Your data
  • Transactions
  • Applications
  • Audit logs
OctOpus
Flags the anomalies
You get
  • Fraud alerts
  • Credit scores
  • Audit trail
Use cases
  1. Which transactions look like fraud?An alert list ranked by risk, with the reasons.
  2. Can we approve this applicant?A credit score with a signed record of its accuracy.
  3. Will this model pass review?Lineage, masking and a certificate anyone can verify.
HR & people

Keep the people you hired.

Hiring, attrition and workforce plans grounded in your own data.

Your data
  • HRIS
  • Engagement surveys
  • Payroll
OctOpus
Reads the signals
You get
  • Attrition risk
  • Hiring forecast
  • People dashboard
Use cases
  1. Who is likely to leave this year?Attrition risk by team, with what moves it.
  2. How many people do we hire next year?A headcount plan tied to the business forecast.
  3. What did the survey really say?Comments read and grouped, not just averaged.
Healthcare & life sciences

From records to results you can defend.

Clinical, trial and operations data analysed the way a paper reports it.

Your data
  • Patient records
  • Trial data
  • Lab results
OctOpus
Tests the hypothesis
You get
  • Readmission risk
  • Trial analysis
  • Research figures
Use cases
  1. Which patients will be readmitted?A risk score per discharge, checked on unseen patients.
  2. Did the treatment arm do better?The difference, its confidence interval and the figures.
  3. Can we publish this?Journal-ready tables and figures from the same run.
Research & public sector

Evidence for the next decision.

Official statistics, field data and surveys turned into findings you can cite.

Your data
  • National statistics
  • Field sensors
  • Surveys
OctOpus
Gathers the evidence
You get
  • Sourced datasets
  • Policy forecasts
  • Public dashboards
Use cases
  1. How has the cost of living moved since 1960?A sourced dataset, built from official series.
  2. Where will the river flood next?Gauge records read and modelled, station by station.
  3. Can citizens see it?A public dashboard anyone can open.
Telecom & energy

Run the network on what it tells you.

Subscribers, usage and assets watched and forecast every day.

Your data
  • Usage records
  • Network logs
  • Meter readings
OctOpus
Watches the network
You get
  • Churn alerts
  • Load forecast
  • Fault prediction
Use cases
  1. Which subscribers are about to switch?Churn scored on usage, top-ups and complaints.
  2. How much load hits the grid tomorrow?An hourly forecast with its uncertainty.
  3. Which assets fail next?Equipment ranked by the risk of failure.
06 / Who we work with

The firms that deliver data science, and the industries that run on it.

We work with consultancies who bring OctOpus to their clients under their own brand, and with companies whose customers, demand and networks never stop moving.

Partners

Data & AI consultancies

The pain More client demand than data scientists to deliver it.

Your brandOctOpus insideYour client
  • A free white-label pilot on one of your client’s datasets, delivered under your name.
  • Validated models and reports your team reviews and hands over, without adding headcount.
  • Repeatable delivery across clients, and a case study that is yours.

We work withHeads of data & AI, practice leads and founders.

Industries

Energy retailers, utilities & mobile operators

The pain Customers switch easily, demand moves with the weather and assets age every day.

ChurnWho is about to leave, and why, for every customer.
ForecastingLoad, demand and volume ahead, with a range.
Anomaly detectionFaults, fraud and outages caught early.

We work withHeads of analytics, CIOs and heads of customer.

Why teams choose OctOpus
  • Validated, with a signed recordEvery model is scored on data it never saw, and comes with an evaluation certificate anyone can check.
  • On-premises when you need itRun it in our cloud, in your private cloud or inside your own network.
  • One product, not threeChurn, forecasting and call analytics side by side, on the same data.
Start a partner pilot For enterprise teams
07 / Next move

See OctOpus on your own data.

Thirty minutes with the founder. Bring a dataset and a question; leave with a plan for it, and a first validated model on the way.

Book a demo Start free
  • Works with the team you already have
  • Cloud, desktop or on-premises
  • Evaluation evidence you can inspect

Explore what an AI data scientist does, how autonomous data science keeps people in control, and how a data science agent fits your workflow.