Insights

Research, methodology, and field notes from the programs we work on.

From the blog

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Policy & Research

Your REC Records Are About to Get Audited

FASB’s new standard makes RECs GAAP balance sheet assets subject to the same audit scrutiny as any other asset class. Here’s what that means for utility program infrastructure.

Policy & Research

The Electric Utility’s Guide to the GHG Protocol Scope 2 Revisions

What the upcoming GHG Protocol revisions mean for how utilities calculate and report customer emissions factors — and why most utilities aren’t ready for what it requires.

Data & Methodology

Validating Customer Data at Singularity Energy

How we ensure the quality and integrity of the utility data that powers clean energy reporting — the validation logic, edge cases, and tradeoffs involved in working with real-world interval data.

Policy & Research

Making Proxy Residual Emission Rates Data More Accessible

Residual mix emissions data is important for Scope 2 market-based accounting — but it’s historically been hard to access. We changed that.

From engineering

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Engineering

Leverage this AWS feature to securely share S3 files with your users

How to use AWS pre-signed URLs to give users secure, time-limited access to files — without exposing your bucket publicly or requiring AWS credentials.

Engineering

How to Use Sphinx to Document a Python Project Spread over Several Repositories

A practical walkthrough for setting up Sphinx documentation across a multi-repo Python project, with cross-referencing and consistent theming.

Engineering

How Not To Write An AI SQL Generator

Hard-won lessons from building an AI-powered SQL generation tool — the patterns that failed, the ones that worked, and what to avoid.

In the press

Canary Media · May 2025

The country’s biggest grid operator has a new tool to track emissions

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Southern Company Newsroom · June 2024

Southern Company collaborating with Singularity on grid carbon reporting

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Carbon Herald · April 2024

Singularity Energy unveils CarbonFlow — a system tracing emissions from source to consumption

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Utility Dive · August 2023

Google-backed white paper offers framework for deliverability in clean energy procurement standards

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Forbes · February 2023

Why companies need to start quantifying their efforts around carbon

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Carbon Herald · December 2022

Power sector decarbonization through innovative data intelligence: Wenbo Shi, CEO and founder at Singularity Energy

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TechCrunch · May 2022

A single question changed how Singularity viewed its market

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Research & reports

GRETA Documentation

Technical documentation for GRETA, Singularity’s generation and resource energy tracking application deployed at MISO.

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CarbonFlow Documentation

Technical documentation for CarbonFlow, Singularity’s framework for tracing carbon emissions from generation sources through to consumption.

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Singularity’s 2024 Year-in-Review

A look back at our progress across utility partnerships, platform milestones, and the policy landscape in 2024.

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Where Matters: Integrating Deliverability into Voluntary Clean Energy Market Boundaries

A research report on how geographic boundaries affect the integrity of voluntary clean energy market claims.

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Evaluating the Hourly Emissions Intensity of the US Electricity System

Peer-reviewed research on hourly emissions intensity methodology across US grid regions, published in Environmental Research Letters.

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Hourly Accounting of Carbon Emissions from Electricity Consumption

The foundational methodology paper on hourly carbon accounting for electricity consumers, published in Environmental Research Letters.

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