Assumption-driven project plan and cost workspace

Reduce rework in project scoping while keeping every estimate traceable to its assumptions. For agencies, consultancies and internal product teams scoping custom software work, convert a brief project description, rate cards, team constraints and historical delivery data into a reviewed project plan with cost estimates, timelines and named-owner approval. The benefit is a testable hypothesis, measured through accepted plans per scoping hour and estimate variance after delivery; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect a brief project description, rate cards, team constraints and historical delivery data, then follow this sequence: 1. Generate a structured project plan from a brief description. 2. Estimate project costs from input parameters and historical data. 3. Produce a timeline or schedule for the project. Resolve uncertain cases with qualified reviewers, approve reviewed project plan with cost estimates, timelines and named-owner approval, and measure accepted plans per scoping hour and estimate variance after delivery against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One fixed rate card and delivery model; final pricing and contractual commitments remain commercial. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve commercial confidentiality, source attribution, rate accuracy and usage permissions. Named owners approve substantive plan changes and external commitments. One fixed rate card and delivery model; final pricing and contractual commitments remain commercial. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One fixed rate card and delivery model; final pricing and contractual commitments remain commercial. Implement one approved input format, a bounded representative case set and the first two task modules: generate a structured project plan from a brief description; estimate project costs from input parameters and historical data. Support the third module with operator review: produce a timeline or schedule for the project. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Buyer-owned briefs, authorized rate cards and permitted historical delivery data. Accounting, project management and calendar tools. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Brief intake and assumptions, Editable plan and estimate workspace, Client quote and delivery. Use a thumbnail gallery for projects, a large central planning canvas, and a right-hand panel for assumptions, rate cards and comments. Let users compare plan versions side by side. Display draft, changes requested and approved states. Provide a client preview link with comments anchored to the relevant line item. Make the task-specific outcome reviewed project plan with cost estimates, timelines and named-owner approval visible beside its evidence, review state and value baseline.