Strotas by Kuinbee

Pipeline Software
That Thinks.

Strotas is an AI-native pipeline engine. Unify scattered sources into validated, query-ready data assets. AI agents design and optimize the flow. Humans retain authority. Data moves without friction.

Any Source, One Pipeline
AI-Assisted, Human-Governed
Schemas That Don’t Break
7
Pipeline Stages
1
Stable Contract
0
Downstream Breaks
Core Innovation

The Canonical Mapping Layer

Every data pipeline has the same fatal flaw: when a source changes its schema, everything downstream shatters. Strotas solves this with a single stable layer that absorbs all volatility.

Your Sources

Volatile, inconsistent, constantly changing formats and field names

Stable
Canonical Layer

One stable structure. All source changes absorbed here and only here.

Downstream

Transforms, validations, dashboards, completely unaffected by changes

Without Strotas
  • Source renames a field
  • Transforms break silently
  • Dashboards show wrong data
  • Engineers scramble for days
With Strotas
  • Source renames a field
  • One mapping updates in seconds
  • Downstream stays fully intact
  • Zero engineering intervention
The Pipeline

Seven Stages. One Outcome.

From scattered sources to trusted datasets, every stage is observable, auditable, and AI-accelerated.

01
Ingest

Connect Any Source

Pull data from anywhere, on schedule or in real time. Nothing gets lost, nothing gets changed prematurely.

APIs, databases, files, webhooksScheduled or real-timeRaw data preserved as-is
02
Profile

Understand the Shape

Automatically scan incoming data to understand its structure, quality, and patterns before you decide what to do with it.

Column types and cardinalityNull rates and distributionsOutlier patterns surfaced
Core Innovation
03
Map

Stabilise the Schema

Map volatile source fields to a stable internal structure. When sources change, only the mapping updates. Everything downstream stays intact.

Canonical semantic contractSource changes absorbedZero downstream breakage
04
Transform

Clean, Reshape, Enrich

Merge duplicates, normalise formats, compute new fields, join across sources. AI proposes the plan. You approve it.

AI-generated transform plansDedup and normalisationCross-source joins
05
Validate

Enforce Quality Rules

Set the rules your data must pass before reaching production. Failures are caught, logged, and surfaced, never silently passed through.

Custom quality contractsAutomated pass/fail gatingFull failure audit trail
06
Publish

Ship Trusted Datasets

Clean data is published and ready for your tools, warehouse, or marketplace. Versioned, documented, access-controlled.

Query-ready in secondsSchema-versioned releasesAuto documentation
07
Monitor

Watch Continuously

Track freshness, detect drift, and alert on anomalies. Know when something changes before your stakeholders do.

Schema drift detectionVolume and freshness alertsDistribution shift monitoring
Intelligence Layer

AI That Accelerates. Never Gates.

AI agents are embedded in every stage, but they are assistants, not gatekeepers.

AI Proposes

Mappings, transforms, rules

You Review

Approve, edit, or reject

Pipeline Runs

Reliable, audited execution

100%
Human approval

Propose, Don’t Decide

Every AI action is a suggestion surfaced for your review. Mappings, transforms, quality rules, nothing runs until you say so.

0%
AI-caused downtime

Degrade Gracefully

If the AI is unavailable, the pipeline doesn’t stall. Every operation can be done manually through the same interface.

Continuous learning

Learn From You

Every approval, edit, and rejection teaches the AI more about your domain. Suggestions get sharper with every interaction.

Strotas Is Coming. Build With Us.

We're onboarding early design partners. Join the waitlist for priority access, direct input on the product, and founding-member pricing.

Expected launch: Q2 2026

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