Data Maturity Intelligence Platform

Every data product, in one place — governed, trusted, proven.

FluenBox transforms enterprise data governance into measurable business maturity. Every managed data product contributes objective evidence of ownership, quality, compliance, operations, and adoption—producing a data maturity score executives can trust.

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Sits on top of your catalog, warehouse and pipelines — not another silo to fill

FluenBox · Data Products LIFECYCLE 1Request 2Review 3Build 4Publish Monitor Retire LIVE STATUS Payments Daily Gold · monitored Healthy Billing Facts Nightly job failed · Ana on it Job failed Customer 360 Data 40 min late · Maria investigating SLA breach
◆ Gate G4 signedEvidence complete · 0 outstanding
✓ Gold certifiedContract v2.1 · Healthy
From fast-moving AI startups to the most regulated institutions
✓ Governed by design ✓ Certified & scored ✓ Live-monitored ✓ AI-accelerated

The problem

Right now, no one can give a fast answer on where my data products stand.

Every data product is pulled together across a dozen disconnected tools — so the sponsor who asked for it can't tell what's done, what's stuck, or when it will land, until it's already late.

STATUS ? Status: unknown Where does it stand? 💬 Teams chat "did we decide X?" ? 📊 A slide deck v4_final_FINAL.pptx ? 🎫 Jira ticket DP-1284 · in progress? ? ✉️ An email thread "Re: Re: Re: status?" ? 📈 A spreadsheet someone's tracker.xlsx ? 🧠 In their heads "ask Ana, she knows" ?

Sound familiar? You're not alone — and it's costing you control.

▤
Scattered everywhere The plan is in a slide, the decisions in a chat, the tasks in a ticket — and the rest in someone's memory.
◴
Sponsors flying blind The people who asked for the data product can't see how it's going, or what's stuck — until it's late.
⚃
Teams working in the dark Data teams don't know what the team next door is doing to the same product — until something breaks.
⚠
Downstream surprises A change to one table quietly breaks the reports and models that depend on it. No warning, no heads-up.
◷
Status is a full-time job Pulling the wide picture together across busy teams is a nightmare — and it's out of date the moment it's done.
◱
Control, slipping away No single owner, no single view. Leadership is the last to know — and accountable all the same.
▤
A catalog no one can read Catalog goes unused

Your data catalog is a wall of cryptic technical names. A business user searches for "customer revenue," gets a list of gibberish, understands none of it — and never opens it again.

🔍 "customer revenue"
edw_fct_txn_stg_v2🤷 ?
dim_cust_bk_final_USE🤷 ?
tmp_rev_mth_v3_old🤷 ?
Which one is the real number? Nobody knows.
✕
The failures nobody reports Unreported failed jobs

A nightly job fails silently. No alert, no owner, no note — the business keeps using stale or broken data for days before anyone even notices.

02:14billing_nightly✕ FAILED
02:14revenue_rollup✕ FAILED
0 alerts sent · 0 owners notified · 3 days stale

The solution

One connected workflow that turns progress into proven maturity

Not six tools stitched together. One journey everyone follows — with a quality gate between each stage that work must clear before it advances. Clear them all, and the product reaches full maturity.

✎
1

Request

A business user asks for a data product, in plain language.

👁
2

Review

The team weighs up the idea, scope and value together.

⚙
3

Design & build

Architects and engineers bring it to life, step by step.

▦
4

Publish

It goes live in the marketplace for the business to use.

◔
5

Monitor

FluenBox watches it running — and flags trouble early.

⌛
6

Retire

Years on, it's retired cleanly, with the full record kept.

Maturity is a score — earned, not claimed FluenBox scores every data product on many signals — certification is just one. Meet a gate's bar and the score rises; skip it and it simply can't.
Data maturity score100%
0255075100
Certification tier Data quality Live monitoring Contract & lineage Ownership & docs

And every team is in the loop — the whole way through

Not a handoff chain. Everyone who needs to weigh in is present throughout, seeing exactly the same thing.

Business Sponsor Data Product Owner Architects & Engineers Data Protection Officer Chief Data Officer Cybersecurity Audit Data Steward

One platform

Everything your data products need, in one place

Not another catalog. The single place where data products are requested, built, approved and shared — with everyone who needs to see it looking at the same thing.

◆

End-to-end lifecycle

From idea to live in one connected flow, with a gate between each stage. Nothing advances until it's genuinely ready — and everyone can see what's left to do.

How the lifecycle works
▦

Data Marketplace

Where people understand a data product — its goal, what it does, what it contains — and request access to it. Listings are derived from the product itself and show when something is failing, so self-service is actually trusted.

See the marketplace
✓

Trust & Certification

Ownership, contracts and certifications that stay honest. The moment something changes, the people who rely on it know — no quiet surprises.

Governance model
✷

AI Copilot

Not a bolt-on chatbot. Guidance right where the work happens — what "good" looks like, who's responsible, and what it takes to clear the next gate.

Meet the copilot
◈

Assessment Hub

Author maturity frameworks, run them as workflows, score and submit. Regulatory frameworks and ISO 27001 out of the box; your own frameworks in minutes.

Assessments
⚿

Enterprise Security

Single sign-on with your existing identity, and every organization's data kept strictly separate. Run it as a service, or in your own private cloud.

Security & deployment

By role

Built for everyone who touches a data product

Request a data product — and watch it all the way to the marketplace

The lifecycle starts with a business need, not an IT ticket. Sponsors raise a request in plain terms, then follow it from idea to live: every stage, every gate, the committed delivery date and what's blocking it — without chasing anyone for a status update.

  • Raise a data product request in business language
  • Track idea → design → build → live, end to end
  • See the committed date and what's slipping — early
  • Land in the marketplace where your team can use it

See the whole portfolio, not a spreadsheet of it

Every data product, its stage, its health and its committed delivery date — in one place. Know what's slipping before the sponsor does, and prove maturity with evidence, not opinion.

  • Portfolio maturity dashboard
  • Committed vs forecast, per product
  • Audit-ready evidence trails
  • Certification coverage at a glance

Run delivery from idea to live

A workflow that refuses to lie. Gates block until the evidence is real, tasks resolve to real owners, and the committed date is a promise you can move — with a reason on the record.

  • Stage-by-stage delivery board
  • Evidence, threaded comments, meeting notes
  • Owner resolution by role
  • Working-day-aware due dates

Quality that's provable, not asserted

Contracts, classifications and column-level metadata live with the product. Change the evidence and every approval that read it goes stale — so "certified" always means certified.

  • Data contracts & residencies
  • Column-level classification
  • Evidence tombstoned, never deleted
  • Stale-signature detection

Interfaces, lineage and dependencies that hold together

Input and output ports, upstream lineage and interface contracts — modelled as first-class objects, so a data product knows what it consumes and what depends on it.

  • Input / output port modelling
  • Upstream lineage edges
  • Interface & contract versioning
  • Platform, tenant & component registry

Live monitoring · be proactive, not reactive

Catch trouble before the business does — and show what's being done about it

Most tools wave goodbye once a data product ships. FluenBox keeps watching, so you act on the first sign of trouble instead of the first complaint. When something slips, the business already sees it — and sees the teams responding, in real time, in the same place.

  • Stakeholders see health and incidents without asking anyone
  • Every action the teams take is tracked and visible
  • No more "is it just me, or is the data broken?"
Live data products · today 4 need attention
2
SLA breaches
1
Failed jobs
1,284
Successful jobs
3
Observability issues
5
Data quality issues
✓
Revenue by RegionAll jobs on time · quality checks passed · contract met.
Healthy
✓
Product CatalogRefreshed 04:00 · 0 issues · consumers up to date.
Healthy
✕
Billing FactsNightly job failed at 06:12 · Ana is on it, rerun in progress.
Job failed
!
Customer 360Freshness SLA missed — data is 40 min late. Maria investigating.
SLA breach
◑
Inventory Snapshot2 of 12 sources delayed — running on partial data, auto-retrying.
Degraded
⚠
Orders LiveUpstream schema changed — a column was dropped. Owner notified.
Impacted
✓
Payments DailyRecovered at 10:58 after a source delay. Consumers notified.
Recovered
The sponsor sees all of this — without sending a single message.

Generative AI, built in

AI does the heavy lifting, from request to retirement

FluenBox's generative AI drafts, explains and accelerates the work as it moves through the flow — so your teams ship trustworthy data products faster, with far less grind, and clear each quality gate sooner.

  • ✦Turn a plain-language request into a scoped data product spec
  • ✦Draft data contracts, quality rules and documentation automatically
  • ✦Generate and optimize transformation SQL
  • ✦Summarize live status for sponsors in plain business language
  • ✦During monitoring, explain incidents and suggest the fix
✦ FluenBox AI Copilot
Create a data product for monthly revenue by region, refreshed daily.
Drafted "Revenue by Region — Daily"
✓ Sources mapped: Orders, FX Rates, Region dim ✓ Data contract + 6 quality rules generated ✓ Transformation SQL drafted & validated ✓ Docs & Bronze certification pre-filled
Review & approve →
Request → spec Contracts & rules SQL & transforms Docs & certification Sponsor status summaries Incident triage & fixes

Works with your stack

Connects to the platforms you already run

No rip-and-replace. FluenBox plugs into what you already run — reading job outcomes, freshness and lineage from your warehouses, lakehouses, orchestrators and catalogs — so monitoring and maturity reflect what's really happening, not a status someone typed in.

Already have a catalog like Collibra or Purview? FluenBox sits above it — turning entries into governed, monitored data products. Don't see your stack? Ask us →

Data maturity score

A number for how mature your data products really are

FluenBox scores every data product on the signals that matter — ownership, data contracts, quality, live monitoring and certification — and rolls those up into a score for the whole platform. Now "are we mature?" has an answer you can track, not a debate.

  • A score per data product — and where it's losing points
  • A score per platform — the whole estate, one number
  • Tracked over time, so progress is visible to the board
82/ 100
Customer 360 Per data product Gold
74/ 100
Group Data Platform Across 30 products Maturing
“
Data you can't govern is data you can't trust — and data you can't trust is a decision waiting to go wrong.
The principle behind FluenBox

We launch on August 14.

FluenBox is almost here — the one platform to request, build, govern, publish and monitor every data product.

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