Same Telemetry. Four Precise Jobs.
Built for Engineers, Operators, and Executives.
Asoba turns fragmented, vendor-locked energy telemetry into decision-grade intelligence. Every layer below operates on the same open data foundation — from universal schemas and developer APIs to fine-tuned foundation models and governed terminal execution.
Universal Telemetry Standard for Distributed Energy Assets
Solar and wind assets output data in dozens of proprietary formats. ODSE (Open Data Schema for Energy) provides one open, vendor-neutral standard. It maps solar inverters, wind generation, battery storage, and meters into a clean 65-field schema.
- Universal normalization across 25+ inverter OEMs with pip install odse
- Eliminates 120–160 hours of bespoke per-vendor data integration engineering
- Free, community-governed open-source standard licensed under Apache 2.0 and CC-BY-SA
- Native support for solar PV, battery health (SOH/warranty), and market settlement wheeling
Programmatic Telemetry & Data Infrastructure for Energy Teams
The Ona SDK gives developers direct programmatic access to energy telemetry. You can query history, stream live 5-minute data, and pull settlement records in Python or Node.js. It features client-side validation and cached snapshots delivered in under 100 milliseconds.
- Native Python (pip install asoba) and TypeScript/Node.js (npm i @asobacloud/sdk) packages
- Query historical data and stream live 5-minute telemetry with resumable cursor tokens
- Client-side validation against 65-field ODS-E schema with 6 market conformance profiles
- Sub-100ms partner snapshots with ETag caching for site KPIs, Energy-at-Risk (EAR), and schedules
27B Epistemic Intelligence Grounded in Energy Physics & Market Rules
Nehanda v3 is an open-weight 27B multimodal model built for electric power grids. It operates with strict source boundaries and refuses to guess when data is missing. This prevents false answers across equipment manuals, single-line diagrams, and utility tariffs.
- 27B parameter open-weight model available on Hugging Face for on-premise or cloud hosting
- Strict zero-fabrication boundary: cites verified evidence or refuses queries when data is absent
- Multimodal comprehension of raw SCADA streams, single-line schematics, and equipment manuals
- Primary cognitive backend powering Nehanda CLI workflows and JEPA inverter anomaly detection
Build Energy Data Tools With Governed SDLC Controls
Energy software development needs strict operational controls. Nehanda CLI provides a governed terminal for power data teams. It cleans messy telemetry, enforces a six-phase workflow, and saves private SQLite audit logs on your machine.
- Automatic ODS-E telemetry normalization across 25+ inverter OEMs
- Deterministic 6-phase SDLC state machine to prevent unverified code changes
- 100% owned, air-gapped SQLite transcript logging for compliance
- Connects to Ona platform telemetry and APIs via Model Context Protocol (MCP)
How It Works: Telemetry to Business Execution
An unbroken pipeline connecting physical generation equipment to everyday executive and operational decisions. No proprietary lock-in, no bespoke integration glue code, and zero technical friction for business teams.
Messy OEM registers from Huawei, Sungrow, or Enphase are standardized locally into open 65-field ODS-E timeseries.
Ona computes physics-based losses, in-memory KPI snapshots, and market settlement records in under 100ms.
The Model Context Protocol (MCP) securely bridges the Ona data layer to intelligent agents without bespoke glue code.
Asset managers, executives, and operators ask plain-English questions in Nehanda CLI to get verified financial reports.
Why Customers Choose Asoba
Not another monitoring dashboard. Not another generic chatbot. A fundamentally governed architecture — and it's why teams switch, whichever track brought them here.
| Dimension | Asoba | Traditional / General AI |
|---|---|---|
| Data Integration | ✓ Minutes to integrate major OEMs. pip install odse. Modular access via SDK. pip install asoba | ✗ Per-vendor pipelines. 120–160 hrs per OEM. Vendor lock-in. |
| Anomaly Detection | ✓ Physics-based. 5-minute telemetry. Financial impact per inverter. | ✗ Threshold alerts. Manual investigation. No financial attribution. |
| AI / Tool Governance | ✓ Governed 6-phase SDLC state machine. Air-gapped SQLite audit log. Refuses fabrication. | ✗ General LLM. Unchecked agent execution, hallucinated test passes, zero audit trails. |
| Reporting | ✓ Automated ESG, investor, and wheeling reports from existing telemetry. | ✗ Weeks of manual assembly from disconnected sources. |
| Cost to Switch | ✓ Open standard. Switch vendors without rewriting your analytics stack. | ✗ Proprietary formats. Switching = full reintegration. |
Ready to Unify Your Energy Infrastructure?
Whether you need to standardize multi-vendor telemetry with ODSE, integrate clean streams via the SDK, deploy Nehanda v3, or empower your business team with Nehanda CLI, we can help.
