Site Index
The public map of Spotonix: architecture, product concepts, comparisons, audience pages, stack pages, briefs, the prospect deck, and published writing.
Product
Technical explanation of the Context Graph, BI Algebra, verification loop, deterministic SQL compilation, and why the LLM does not write answers directly.
Step-by-step product walkthrough showing question interpretation, concept grounding, plan closure, and compiled SQL.
The operating loop: Ask, Watch, Brief, Board, Review, Trails, Act. Turns an answer into a running loop a dashboard structurally cannot.
Core
Product concepts
Explains how Spotonix constructs a Context Graph from schema, query history, BI assets, and business vocabulary.
Explains how business users ask in their own vocabulary while Spotonix resolves intent to governed concepts.
Explains visible interpretation, grounded Concept Cards, ambiguity surfacing, and plan review before execution.
Explains how answers are built from validated Segments and Calculations rather than generated from scratch.
Explains how accepted answers become reusable context, making later questions faster and more precise.
Comparisons
Roles
Buyer page for data executives focused on governed self-service, trust, knowledge retention, and reducing ad hoc analytics load.
Buyer page for analytics leaders dealing with request backlogs, recurring questions, and analyst capacity limits.
Practitioner page for teams that maintain metrics, semantic layers, SQL models, and governed analytical definitions.
Role page for managers responsible for reliable analytical delivery and business stakeholder trust.
Use-case page focused on preserving institutional analytical knowledge when teams change.
Industry page for governed, auditable business questions in regulated financial environments.
Stacks
Stack page for teams with Power BI and DAX assets that should seed the Context Graph rather than be rebuilt.
Stack page for teams asking governed business questions over Snowflake data warehouses.
Stack page for teams using Databricks as the analytical substrate for governed business questions.
Stack page for teams that want dbt models and metrics to become reusable business context.
Stack page for teams with LookML investments that should inform the Context Graph and plan verification.
Briefs
Buyer-facing guide for evaluating Spotonix against text-to-SQL, semantic layers, dashboards, and general AI tools.
Customer-facing brief for Spotonix Analyst: ask in your words, trust every answer, turn each answer into a watched signal.
Customer-facing brief for Spotonix Advisor: read the workload, build the case, land the change, measure predicted vs realized.
System-integrator partner brief covering co-sell motion and implementation support.
Decks
First-meeting presentation for Spotonix Analyst: problem, outcomes, deliverable, six moments, operating loop, demo, business case, and close.
First-meeting presentation for Spotonix Advisor: problem, outcomes, hero case, deliverable, six moments, compounding, ladder, and close.
Resources
Technical thesis on interpreting business questions with a Context Graph, BI Algebra, and deterministic compilation.
Published essays on agentic BI, context graphs, deterministic analytics, and governed self-service.
Business case page for estimating the cost of ad hoc analytics work and the value of compounding context.
Company
Company facts, positioning, founder bios, logos, and media resources.
Founding engineer roles at Spotonix: BI Engine Engineers and Knowledge Platform Engineers. Work at the bleeding edge of generative AI and data.
Spotonix founders: Venkatesh Seetharam (Co-founder & CEO) and Harish Butani (Co-founder & CTO). Co-creators of Apache Atlas; builders of BI engines and data platforms.
Co-founder & CEO. Co-creator of Apache Atlas, creator of Apache Falcon; built data-platform teams at Hortonworks and Yahoo!; investor at 8VC.
Co-founder & CTO. Built four BI engines including OLAP on Spark (SparklineData), acquired by Oracle; co-creator of Apache Atlas; contributor to Oracle, SAP HANA, Apache Hive.
Published Blog Posts