How accurate are the SoH models?

We've measured forward 24-month SoH forecast accuracy below 1% RMSE across deployed fleets. Accuracy improves as we accumulate more cycles on platform.

How do degradation cost signals reach trading systems?

Via a low-latency API. The trading platform calls in for the marginal degradation cost of a candidate dispatch, factors it into its bid, and the analytics platform retains the evidence trail.

What happens to data we send you?

Data is stored per your residency requirements — VPC, on-prem, or our managed cloud. We never train models across customer boundaries without explicit opt-in.

Energy / Battery Storage

Battery Analytics That Protect Your Asset and Your Revenue

Q: Do you support batteries from any OEM?

Yes. We treat OEM-specific BMS protocols as plug-ins. Bringing on a new OEM typically takes 4–8 weeks of engineering.

We engineer state-of-health, state-of-charge, and degradation analytics platforms that protect battery warranties, sharpen dispatch decisions, and stand up to OEM scrutiny.

Talk to a Solution Engineer View Case Studies

Cell-level

SoH and degradation modeling

10×

Faster warranty claim cycles

+9%

Lifetime revenue uplift via informed dispatch

Trusted by global innovators

Industry Overview

Battery Storage Demands Its Own Analytics Layer

Off-the-shelf SCADA gives you bulk BESS metrics. Trading platforms give you market signals. Neither tells you what's actually happening at the cell, module, and rack level — where warranty, degradation, and ultimately revenue are decided.

Industry Challenges

What's Missing in Most BESS Stacks

Three blind spots cost storage operators serious money over a battery's life.

Cell-Level Blindness: BMS data exists but rarely feeds analytics that operators and trading systems can act on.
Warranty Risk: Without independent SoH measurement, OEM warranty claims become a months-long arbitration.
Dispatch Naivety: Trading systems that ignore real degradation cost more than they earn over the asset's life.

Our Approach

An Analytics Layer Built for the Long Game

We engineer platforms that look across cells, modules, racks, and the whole asset — and feed that picture into operations and trading.

Cell-to-Asset Modeling

Hierarchical analytics that surface single-cell anomalies and roll up to asset-level KPIs.

Independent SoH

Independent state-of-health measurement that holds up against OEM warranty terms.

Degradation-Aware Dispatch

Model the cost of each cycle so trading and DERMS systems make economically optimal decisions.

Capabilities

Everything a modern BESS operator needs from an analytics platform.

BMS Data Ingestion

Direct integration with major BMS vendors plus normalized cell-level data model.

State-of-Health Modeling

Cell, module, and rack-level SoH using physics-informed and ML-based methods.

Degradation Forecasting

Per-cell degradation forecasts conditioned on usage patterns and ambient conditions.

Thermal Analytics

Cell-level thermal mapping with hot-spot detection and HVAC strategy validation.

Warranty Tracking

Continuous tracking of warranty thresholds with auto-packaged claim evidence.

Cycle Counting

Per-cell equivalent cycle counting with stress-aware methodologies.

Optimizer Hooks

Per-dispatch degradation cost feeds your trading platform or DERMS optimizer.

Operator Dashboards

Asset, fleet, and OEM-comparison views purpose-built for BESS operations teams.

Compliance Reporting

Periodic performance and safety reports for utility, regulator, and investor stakeholders.

How It Works

Reference Architecture

Each BESS feeds the same analytics core — regardless of OEM.

BMS & Site Edge

Cell-level BMS data plus inverter and HVAC telemetry collected at the site.

Data Normalization

Vendor-specific schemas mapped to a unified BESS data model.

Analytics Core

Physics-informed and ML models compute SoH, degradation, and thermal metrics.

Optimizer Hooks

Real-time and batch APIs feed degradation cost into trading and DERMS systems.

Apps & Reporting

Operator dashboards, warranty workflows, and stakeholder reports.

Audit & Lineage

Every metric is reproducible from raw BMS data months later.

Engineering Stack

Stack

Tuned for high-frequency BMS data and the analytics that run on it.

Edge

ModbusCAN busMQTTOPC-UA

Data

TimescaleDBIcebergDuckDBPostgreSQL

Analytics & ML

PythonPyTorchscikit-learnJAX

Apps

Next.jsReactTailwindRecharts

Infra

KubernetesVaultTerraform

Integrations

GraphQLRESTgRPC

Measured Impact

Outcomes for BESS Operators

Realized impact across grid-scale and BTM deployments.

+9%

Lifetime revenue

From degradation-aware dispatch decisions.

10×

Faster warranty cycles

Pre-packaged evidence shortens OEM claim review.

100%

Cell-level visibility

Across deployed fleets — single-cell anomalies surfaced fleet-wide.

<1%

Forecast error on SoH

Across 24-month forward window in production.

Grid-Scale Storage Portfolio Optimization

A storage IPP with 480MW across multiple ISOs needed an analytics layer that fed both their trading platform and warranty workflows. We delivered a unified analytics core in five months.

First-year results: degradation-aware dispatch added 9% to lifetime revenue forecasts, and the OEM warranty claim cycle shortened from 14 weeks to 11 days.

Case Study

Grid-Scale Storage Portfolio Optimization

BTM C&I Storage Optimization

A behind-the-meter storage operator running batteries at 240 commercial sites needed cell-level visibility and warranty defense across multiple BESS vendors.

Within six months we identified $2.4M of recoverable warranty exposure and helped tune dispatch strategies across the portfolio for an additional 6% in customer demand-charge savings.

Case Study

Use Cases

Where BESS Analytics Earn Their Keep

Common workflows we power for storage operators.

Warranty Defense

Independent SoH measurement and pre-packaged claim evidence.

Trading Platform Integration

Per-dispatch degradation cost for trading optimizer.

Fleet Acquisition Diligence

Independent assessment of acquisition target SoH and remaining life.

Insurance & Risk

Underwriter-ready performance and risk profiles for asset financing.

OEM Performance Comparison

Fleet-wide comparison across OEMs and chemistries.

Safety Monitoring

Thermal hot-spot detection and early warning of cell failures.

Integrations

Integrates Across the BESS Ecosystem

Pre-built and custom integrations with the systems that surround your batteries.

BESS OEM

Tesla MegapackFluenceWartsilaSungrow

BMS

PowerEdge

Trading

Trading Platforms

CMMS

Maximo

CRM

Salesforce

Compliance-First Development Services Backed by Global Standards

We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.

Service Organization Control 2

Verified controls for security, availability, and confidentiality of enterprise data systems.

Information Security Management

Adhering to the international gold standard for managing information security risks.

Quality Management Systems

Ensuring consistent quality in software delivery and operational process optimization.

Our Edge

Why Global Leaders Choose Us

We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.

Enterprise-Grade Security

We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.

High-Performance Scaling

Our architectures are built to handle massive data loads and user bases, ensuring seamless performance whether you're serving ten or ten million.

Accelerated Time-to-Market

Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.

Embedded AI Integration

Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.

Engagement Model

Predictable, structured delivery from kickoff through long-term ownership.

Discovery & Site Audit

We map your existing assets, SCADA systems, OT networks, and data residency constraints to scope a realistic 8–12 week MVP.

Architecture & PoC

We build a working slice on a representative substation, plant, or fleet — proving the data path end-to-end before committing to scale.

Production Engineering

Hardened ingestion, time-series storage, multi-tenant dashboards, and AI models go live behind your IAM and audit controls.

Operate & Improve

We stay on as the embedded engineering team — closing alerts, tuning models, and rolling out new dashboards as your asset base grows.

Voices of Success

We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.

"I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly."

Aaron Phelan

Founder, Benchmark

"Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together."

Kim Smith

Founder, My Lauren

"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."