Research & development

A two-layer architecture built for numbers you can trust.

The Superlytix Engine executes every step deterministically on your full dataset. Above it, the Proposal Layer, Specialized Super Intelligence, suggests what to build from column signatures alone. Nothing it proposes reaches your report until the Semantic Compiler has verified it against your data.

0 rowsof your data ever sent to the Proposal Layer
1 → 3one metric definition: the DAX, the preview and the explanation
Every stepof cleaning replayed in Power Query at each refresh
01Architecture

Two layers. One boundary.

The engine works on your rows; the Proposal Layer only ever sees what crosses the RowGuard boundary: column signatures and computed findings going up, a candidate plan and a narrative coming down. You approve every step along the bottom.

Proposal Layer · Specialized Super IntelligenceProposes what to build. Never calculates a number.semantic annotation · plan synthesis · visual grammar · narrative synthesisROWGUARD BOUNDARY · SIGNATURES ONLY, NEVER ROWSSUPERLYTIX ENGINE · FULL-ROW EXECUTIONSignal Profilingcolumn signatures,types & rangesSanitation Passstructure & formatnormalizationTopology Inferencestar schema, keys,time dimensionSemantic Compilerone definition → DAX,preview, explanationArtifact Synthesisvalidated Power BI,Excel, PDF + risk scanYour filesExcel · CSVLive sourcesSQL · BigQueryIN DEVELOPMENTPower BI projectExcel reportPDF reportTableau · LookerIN DEVELOPMENTPowerPoint · SheetsIN DEVELOPMENTcolumn signaturescleaning rules · in designcandidate planfindingsnarrativeupload / connectdescribe the businessreview the cleaningconfirm the linksask, confirm the planpick visuals & formatHUMAN-IN-THE-LOOP · YOU APPROVE EVERY STEPProposal LayerSpecialized Super IntelligenceProposes. Never calculates a number.annotation · plan · visuals · narrativesignatures, findingsROWGUARD · NEVER ROWSproposalsYour filesExcel · CSVLive sourcesIN DEVELOPMENTSUPERLYTIX ENGINE · FULL-ROWSignal Profilingcolumn signatures, types and rangesYou: describe the business↑ column signaturesSanitation Passstructure and format normalizationYou: review the cleaning↓ cleaning rules · in designTopology Inferencestar schema, keys, time dimensionYou: confirm the linksSemantic Compilerone definition → DAX, preview, textYou: ask, confirm the plan↓ candidate planArtifact SynthesisPower BI, Excel, PDF + risk scanYou: pick visuals & format↑ findings ↓ narrativePower BIExcelPDFTableau · LookerIN DEVELOPMENTPowerPoint · SheetsIN DEVELOPMENT
data moving between the layersin designyour decisionin development
On the Free plan the Proposal Layer is off and the engine's built-in rules plan the report.
02The engine

Five passes over every row

Deterministic, repeatable and logged: the same file always gives the same model, and every pass is replayed when your data refreshes.

01

Signal Profiling

Reads every column of every row: types, ranges, blanks and distinct values, in English and Vietnamese number and date formats.

02

Sanitation Pass

Fixes the structure (title rows, two-row headers, merged cells, totals, placeholders) and the formats, and logs every change it makes.

03

Topology Inference

Finds the facts, the lookup lists and the keys between them, and builds a star schema with its own Calendar.

04

Semantic Compiler

Checks every proposal against your data. One metric definition becomes the DAX, the preview number and the plain-language explanation.

05

Artifact Synthesis

Writes a validated Power BI project, an Excel workbook and a PDF business review with a risk scan.

03Principles

What we never compromise

01

Propose–Verify Loop

Every metric, breakdown and chart the Proposal Layer suggests is checked by the engine: do the columns exist, are the types right, does it calculate on your data? Anything that fails is fixed or left out.

02

Single-Source Semantics

Each metric is defined once in our own formula language. The Semantic Compiler turns that one definition into the Power BI DAX, the preview numbers and the plain-language explanation, so all three always agree.

03

RowGuard Isolation

The Proposal Layer sees column names, types and short summaries, never your rows, and nothing is used for training. On the Free plan nothing leaves the engine at all.

04In the lab

What we're building next

Live Source Connectors and Drift Detection come with Pro and Enterprise as they ship.

  • IN DEVELOPMENTLive Source ConnectorsBuild straight from SQL Server, PostgreSQL, MySQL and BigQuery instead of exported files.
  • IN DEVELOPMENTDrift DetectionLoad next month's data and see which numbers moved and which columns changed shape.
  • IN DESIGNRule SynthesisThe Proposal Layer drafts cleaning rules (standard spellings, formats, encodings) that the engine tests on every row before you approve them.
  • IN RESEARCHMetric Genome LibraryA curated library of tested metrics and report blueprints that grounds the plan in what works.

See it on your own data

Upload a file, and the engine shows you everything it did before anything is built.