Use cases

Months become
weeks.

Traditional planning burns FTEs and calendar time. SpecGraph + AI compresses the entire lifecycle — from requirements to running code.

60mo
traditional total
33wk
with SpecGraph + AI
264
person-months saved
01

Internal Portal

Employee-facing tools & dashboards

Every department wants different widgets, different permissions, and different workflows — but nobody writes it down the same way. SpecGraph collects requirements from HR, engineering, and ops simultaneously, detects conflicting access models early, and produces a unified spec that covers role-based dashboards, notification preferences, and reporting needs in one pass.

User managementDashboardsNotificationsRBACReporting
Traditional approach
6months
2 FTE × 2mo plan+4 FTE × 4mo build=20 person-mo
With SpecGraph + AI
3weeks
1wk spec+2wk AI build
9xfaster
02

Data Management Tool

Structured data operations at scale

Data teams need bulk imports, analysts need flexible search, compliance needs audit trails — and they all assume their requirements are obvious. SpecGraph surfaces these competing priorities through structured wish collection, aligns validation rules and data governance policies across teams, and generates a spec that handles millions of records without ambiguity about who owns what.

CRUD operationsImport / ExportSearch & filterValidationAudit trails
Traditional approach
5months
2 FTE × 2mo plan+3 FTE × 3mo build=13 person-mo
With SpecGraph + AI
2weeks
1wk spec+1wk AI build
11xfaster
03

Workflow System

Business process automation

Workflow specs fail when the people who actually run the process aren't in the room when decisions are made. SpecGraph lets floor managers, team leads, and compliance officers each define their steps, escalation paths, and SLAs asynchronously. AI detects where approval chains conflict or where handoff points create bottlenecks — before a single line of code is written.

Process stepsRole assignmentsEscalation rulesSLAsApproval chains
Traditional approach
7months
3 FTE × 2mo plan+5 FTE × 5mo build=31 person-mo
With SpecGraph + AI
5weeks
2wk spec+3wk AI build
6xfaster
04

Analytics & Reporting

Data visualization & insights

Executives want high-level KPIs, analysts want drill-down capabilities, and security wants to lock down who sees what. These requirements usually surface in separate meetings over months. SpecGraph captures every stakeholder's reporting needs in parallel, resolves conflicting data access policies, and delivers a complete analytics spec — from chart types to scheduled export formats.

Data sourcesChart builderScheduled reportsExport formatsAccess control
Traditional approach
6months
2 FTE × 2mo plan+3 FTE × 4mo build=16 person-mo
With SpecGraph + AI
3weeks
1wk spec+2wk AI build
9xfaster
05

Integration Platform

Connect systems & sync data

Integration projects touch every team but nobody owns the full picture. Sales needs CRM sync, finance needs ERP data, and DevOps needs monitoring hooks — each with different error tolerance and retry expectations. SpecGraph maps every connector, data transformation, and failure mode across departments, so the final spec covers the entire integration surface without gaps or contradictions.

API connectorsData mappingError handlingMonitoringRetry logic
Traditional approach
6months
2 FTE × 2mo plan+4 FTE × 4mo build=20 person-mo
With SpecGraph + AI
3weeks
1wk spec+2wk AI build
9xfaster
06

Customer-Facing App

Multi-tenant SaaS products

SaaS products juggle product, design, engineering, and customer success — all with different definitions of "done." SpecGraph runs structured surveys across every team simultaneously, catches conflicts between multi-tenancy isolation and white-label customization early, and produces a locked specification that covers auth flows, branding systems, SLA tiers, and support portals with zero ambiguity.

AuthenticationMulti-tenancyWhite-label brandingSLAsSupport portal
Traditional approach
9months
3 FTE × 3mo plan+6 FTE × 6mo build=45 person-mo
With SpecGraph + AI
5weeks
2wk spec+3wk AI build
8xfaster
07

Manufacturing & Factory

Production & quality systems

Factory software touches production, quality, maintenance, and compliance — teams that rarely sit in the same room. SpecGraph lets each department submit requirements on their own schedule, from shift-level inventory tracking to ISO compliance audit trails. AI detects where production throughput goals conflict with quality hold procedures, resolving tensions before they become costly rework.

Production linesQuality controlInventoryMaintenanceCompliance
Traditional approach
9months
3 FTE × 3mo plan+5 FTE × 6mo build=39 person-mo
With SpecGraph + AI
5weeks
2wk spec+3wk AI build
8xfaster
08

Government & Public Sector

Citizen services & compliance

Government projects involve multiple agencies, strict procurement rules, and regulatory frameworks that change mid-project. Traditional planning cycles burn months in committee reviews and cross-agency alignment. SpecGraph enables parallel input from every stakeholder — citizen experience teams, legal, procurement, and inter-agency coordinators — while AI enforces compliance constraints and flags regulatory conflicts automatically.

Citizen portalsProcurementRegulatory complianceAudit systemsInter-agency
Traditional approach
12months
4 FTE × 4mo plan+8 FTE × 8mo build=80 person-mo
With SpecGraph + AI
7weeks
3wk spec+4wk AI build
7xfaster
The full picture

Eight projects.
One comparison.

ProjectBeforeAfterGain
Internal Portal6mo3wk9x
Data Management Tool5mo2wk11x
Workflow System7mo5wk6x
Analytics & Reporting6mo3wk9x
Integration Platform6mo3wk9x
Customer-Facing App9mo5wk8x
Manufacturing & Factory9mo5wk8x
Government & Public Sector12mo7wk7x
Total60mo33wk8x
Why

The difference
is structural.

01

Sequential becomes parallel

Traditional planning is meetings, email threads, Confluence pages, slide decks. Each department works in isolation, then conflicts emerge late. SpecGraph lets everyone submit wishes simultaneously.

02

Weeks become seconds

Conflict detection that takes analysts weeks happens instantly with AI. Three unification strategies — conservative, balanced, aggressive — are generated in seconds, not months of committee meetings.

03

Specs become code

The locked PRD exports as AI-ready markdown. Coding agents like Claude Code consume the spec directly — no interpretation gaps, no ambiguity, no lost requirements.

Stop estimating
in months.
Start shipping in weeks.

Pick any project type above. SpecGraph turns it from a multi-month initiative into a matter of weeks.