// product

The AI scoping engine built for engineering teams

ScopeForge replaces the slowest part of your development cycle — turning ideas into actionable, accurately estimated, sprint-ready plans.

Brief-to-Spec AI

ScopeForge ingests unstructured project inputs — briefs, feature requests, Slack threads, meeting transcripts — and produces structured technical specifications with user stories, acceptance criteria, edge cases, and dependency maps. The AI identifies ambiguities and flags them for human review instead of guessing.

Spec drafts in under 90 seconds

→ Product managers paste a feature brief and get a dev-ready spec in minutes
→ Consultancies scope client projects from initial discovery call notes
→ Engineering leads convert stakeholder requests into structured tickets

brief-to-spec-ai.ts

import { Brief-to-SpecAI } from '@scopeforge/core';

// Spec drafts in under 90 seconds
const result = await brief-to-spec.generate(brief);
// → accuracy: high

Effort Estimation Engine

Every estimate is calibrated against your team's actual throughput. ScopeForge tracks story points completed, time-to-delivery, and scope changes across sprints to build a velocity model unique to your team. Estimates include confidence intervals so you know where uncertainty lives.

94% accuracy after 3 sprints of calibration

→ Engineering managers give stakeholders realistic timelines backed by data
→ Teams identify high-risk estimates before committing to sprint goals
→ Agencies produce accurate project quotes based on historical delivery patterns

effort-estimation-engine.ts

import { EffortEstimationEngine } from '@scopeforge/core';

// 94% accuracy after 3 sprints of calibration
const result = await effort.generate(brief);
// → accuracy: 94%

Sprint Planning

Turn approved specs into sprint-ready task breakdowns with one click. ScopeForge suggests story points, recommends assignees based on skill match and current capacity, and orders tasks by dependency. Integrates directly with Jira, Linear, and GitHub Issues.

Capacity-aware task breakdown

→ Scrum masters generate sprint backlogs from approved specs instantly
→ Teams balance workload across members using capacity-aware suggestions
→ Distributed teams align on task ownership without lengthy planning meetings

sprint-planning.ts

import { SprintPlanning } from '@scopeforge/core';

// Capacity-aware task breakdown
const result = await sprint.generate(brief);
// → accuracy: high

Velocity Learning

After every sprint, ScopeForge compares its estimates to your actual outcomes and recalibrates. It learns which types of work your team underestimates, which developers are faster at certain tasks, and how scope creep patterns affect delivery. The model gets more accurate with every completed sprint.

Gets smarter every sprint

→ Teams see estimation accuracy improve automatically over time
→ Engineering leads identify systemic underestimation patterns
→ Organizations benchmark velocity across teams and projects

velocity-learning.ts

import { VelocityLearning } from '@scopeforge/core';

// Gets smarter every sprint
const result = await velocity.generate(brief);
// → accuracy: high

Stakeholder Alignment

ScopeForge generates non-technical summaries, trade-off matrices, and timeline visualizations from the same spec data your engineers use. Stakeholders can review scope, approve trade-offs, and track progress without needing to parse technical details.

Close the spec-to-approval gap

→ PMs share scope summaries with executives for sign-off
→ Client-facing teams present clear project timelines with confidence ranges
→ Cross-functional teams align on priorities using visual trade-off views

stakeholder-alignment.ts

import { StakeholderAlignment } from '@scopeforge/core';

// Close the spec-to-approval gap
const result = await stakeholder.generate(brief);
// → accuracy: high

// integrations

Works with your stack

JiraLinearGitHubGitLabSlackNotionConfluenceFigmaShortcutAsanaMicrosoft TeamsBitbucketZapier

// use cases

Built for every engineering workflow

For Engineering Managers

Replace ad-hoc estimation with a data-driven scoping process. Give stakeholders accurate timelines and reduce the planning overhead that pulls your leads away from technical work.

For Software Consultancies

Scope client projects faster and more accurately. Turn discovery calls into structured proposals with effort estimates grounded in your team's delivery history.

For Product Teams

Bridge the gap between product ideas and engineering execution. Get specs that both PMs and developers can work from, with realistic timelines attached.

For Distributed Teams

Reduce the cost of async planning. ScopeForge produces specs and sprint plans that distributed teams can review and align on without synchronous meetings.

Stop guessing. Start scoping.

Join engineering teams using ScopeForge to turn rough ideas into accurate, sprint-ready plans — calibrated to how your team actually delivers.

Try ScopeForge