Pluggable.
Philosophical.
Powerful.
A analytical analytics platform
that learns every domain it enters.
Every organisation has the same shape of pain.
- Multiple source systems — different ERPs, different column names, different export formats. No canonical truth.
- Reconciliation is manual — spreadsheets, ad-hoc queries, tribal knowledge. Findings don't accumulate.
- Domain expertise is scarce — the person who knows what “normal” looks like retires, changes roles, or was never hired.
- Every new domain starts from zero — new industry, new consultants, new six-month discovery phase.
One engine. Pluggable domain packs.
An AI colleague that knows your tenant.
Multi-tenant. Per-deployment sovereignty.
Explorer, AI colleague (evolve), CLI.
How to ingest, validate, verify, and present.
Domain-agnostic. Ships once.
Signals, theses, verdicts, Subject Matter.
Tri-lingual display text.
What to look for and why it matters.
All YAML. All swappable.
Reads your signals. Drafts new ones with you.
Never bypasses the engine.
Who authors alongside you — at your pace.
Deterministic execution. With or without AI.
Make. Explore. Evolve.
Build the database.
Validate everything.
Understand patterns.
Ask new questions.
Co-authors new analytics.
The framework gets richer.
Evolve feeds back into Make. The cycle never ends.
Each turn produces a richer, more accurate analytical system.
The analytical shapes are the same everywhere
- Balance signals — compare two aggregates. Usage vs billing. Received vs sold. Ordered vs delivered.
- Duplicate detection — same shape everywhere. Invoices, shipments, purchase orders, identities.
- Distribution outliers — flag what doesn't fit. Z-score on prices, quantities, cycle times.
- Trend & temporal sequence — rolling drift, ordering violations. Costs, lead times, event sequences.
- Taxonomy hierarchies — cost centres, product categories, regional structures. Same closure table, different labels.
The entity names change. The architecture doesn't.
Six packs in flight today.
The pattern transfers. The engine doesn't change. The pack ships the domain.
Open engine. Expert domain packs.
Source-available to customers.
Runs on the laptop or in the cloud.
The platform. Trial it locally.
regulatory context, calibrated thresholds.
Subscription per tenant.
The expertise. The revenue.
for a new industry.
AI-accelerated authoring.
The growth path.
Each domain pack makes
the platform smarter for the next one.
new signal types
better thresholds
richer DSL
Expertise
Calibrated thresholds. Interpretation rules. Regulatory knowledge.
Source-system expertise. All encoded in domain packs.
The framework gets better at every domain because it's been to others.
The framework
that learns every domain
it enters.
Highly automated. Deeply interactive.
AI brings the expertise. The engine makes it actionable.
Each deployment makes the next one faster.
One framework. Many domains. Infinite expertise.