Job Description
Synthesize.ai – Technical Requirements Document (External Vendor Version)
1. Project Overview
Synthesize.ai is Southern Company’s advanced analytics and machine-learning platform
designed to improve the quality, continuity, and analytical usefulness of AMI interval data
across APC, GPC, and MPC. The platform will use AI/ML to perform data gap-fill, usage
reconstruction, and short-term/long-term forecasting, and enable downstream analytics.
The primary objective for this vendor engagement is to deliver a production-grade, scalable,
accurate ML-based gap-fill and forecasting engine that can be integrated into Southern
Company's data ecosystem.
2. Scope of Work
2.1 Core Functional Requirements
A. Data Gap-Fill Engine
Develop or extend models that can:
• Fill missing AMI interval data at 15-minute and hourly resolutions
• Handle short gaps (<2 hours) and long gaps (1–72 hours) with model-based
reconstruction.
• Produce reco...