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Security and governance

Least access. Full logs. Nothing invented.

Every system we build is governed before it is generative. These are the controls in place today.

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Abbreviations on this pageAI artificial intelligenceBI business intelligenceKPI key performance indicatorAPI application programming interfaceCPA cost per acquisitionPII personally identifiable informationJWT JSON web tokenGCP Google Cloud PlatformIAM identity and access managementREST representational state transfer
The controls

What is in place on every build.

Least-privilege source connectivity

Every connection to a source gets the smallest access that does the job. Read access where read access is enough.

PII redaction

PII (personally identifiable information) is redacted in document and data pipelines before anything reaches a model.

JWT authentication and GCP IAM controls

Deployed applications use JWT (JSON web token) authentication and GCP (Google Cloud Platform) IAM (identity and access management) controls.

Encrypted transport

Data moves over encrypted connections. Nothing travels in the open.

Full prompt and response logging

Every prompt and every response is logged, so any answer can be traced and audited later.

Compliance specifics per engagement

Compliance specifics are documented per engagement. The site shows only what is done today.

Certification work is in progress. This page describes what is in place now. We will add certifications here when they are complete, not before.

Governed before generative

The AI never computes a number.

KPI (key performance indicator) maths, deltas and thresholds are computed in deterministic layers before any AI (artificial intelligence) involvement. Only relevant, compressed context reaches the model. Outputs are structured. Every prompt and response is logged. Systems stay accurate, auditable and affordable at scale.

Illustrative example. Not client data.insight = { insight: "CPA on Campaign B has been 24% above target for three days.", likely_cause: "Conversions fell while clicks held steady. This is a tracking outage pattern, not a performance drop.", recommendation: "Check the conversion tag before changing any bids.", immediate_action: "Pause conversion-based judgements on this campaign until the tag is confirmed.", confidence: 8 of 10,}
The stack

Modular by design.

Stacks are modular. Model providers and components can be swapped as requirements change. We work in your stack where you have one.

Cloud and data

  • Google Cloud (BigQuery, Firestore)
  • Power BI
  • Looker

Application

  • Python and FastAPI
  • React
  • LangChain-class workflow tooling
  • Vector search
  • Semantic caching

Integration

  • REST APIs (application programming interfaces)
  • MCP-based (Model Context Protocol) agent workflows
  • Platform connectors across major marketing and analytics systems
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Tell us what you want to build.

A short note is enough: what you run today, what you want to build or fix, and the outcome you want. A senior person replies within one working day.

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