60% Faster Requirements Capture: AI-Driven Digital Transformation for a State Government Agency 

Industry

Government (State Agency) | Project Type: Digital Transformation / Requirements Intelligence
Sanciti AI Agent: RGEN
60% faster requirements capture | 100% requirements traceability | 5x faster documentation

Client

A state-level government agency managing citizen services through a portfolio of aging applications, initiating a multi-year digital transformation program across multiple departments.

Challenge

• Requirements scattered across regulatory mandates, legacy system documentation, inter-agency memoranda, and inputs from stakeholders across multiple departments with competing priorities. No single source of truth existed.
• Manual requirements gathering consuming months of analyst time before any development sprint could begin. Each requirements cycle involved workshops across multiple agency stakeholders, with output documented in spreadsheets and word documents that became outdated before development started.
• Frequent scope changes and misalignment between policy teams (who defined what the systems should do) and development teams (who built them). Rework from miscommunication consumed a significant portion of every sprint.
• Strict government documentation and traceability requirements linking every system requirement to its regulatory authority. Audit preparation for every phase required manual evidence assembly.
  
  

Solution: Sanciti AI RGEN

Sanciti RGEN operated as the primary agent, ingesting multi-source inputs and producing structured, traceable requirements for the transformation program.

RGEN: Multi-Source Requirements Ingestion
RGEN ingested legacy system codebases, regulatory documents, meeting transcripts, and stakeholder inputs. It processed diverse input formats and produced structured, actionable requirements in a unified format.

RGEN: Regulatory Traceability Mapping
Requirements were automatically linked to their regulatory mandates, mapped to existing system dependencies, and organized into prioritized delivery sequences. Every requirement carried a traceable link to the regulatory authority that drove it.

RGEN: Continuous Change Management
As policy inputs changed and stakeholder priorities shifted, RGEN maintained a versioned, auditable requirements baseline. Change tracking documented every modification with its source and approval status, replacing the spreadsheet-based tracking that had been the source of scope misalignment. RGEN’s structured output became the single source of truth for both policy and development teams, with 5x faster documentation generation replacing months of manual analyst workshops.

Results

• 60% faster requirements capture versus the manual analyst workshop cycles that had consumed months before development could begin.
• 100% requirements traceability from regulatory mandate to system requirement to delivery artifact. Every requirement linked to its authority.
• 5x faster documentation generation from RGEN’s automated processing of regulatory documents, transcripts, and legacy codebases.
• Reduced scope misalignment between policy and development teams through a single structured requirements baseline replacing disconnected spreadsheets and documents.
  
  

Impact

Months of requirements gathering compressed into weeks. Sprint planning starts from structured, traceable requirements instead of ambiguous workshop notes.

Regulatory traceability is built into every requirement from day one. Audit preparation for government oversight reviews is available on demand rather than assembled retroactively under deadline.

Sanciti AI agents: RGEN, CodeGen, TestAI. Orchestrated by LEGMOD.