Estimatic
An assembly-level cost estimation platform built end-to-end for the manufacturing industry. Manufacturers upload 3D CAD models, the system parses geometry into machinable features, maps them to real shop-floor machines and tooling, and produces machine-accurate quotes in minutes - replacing days of manual RFQ work with a configurable, repeatable pipeline.
Project overview
Estimatic is a cost estimation platform built specifically for the manufacturing sector. It lets service providers and OEMs generate accurate, machine-specific quotes by analyzing 3D CAD models and aligning them with actual shop-floor capabilities - turning a multi-step, expert-driven workflow into an automated pipeline that produces consistent estimates in a fraction of the time.
The challenge
Manufacturing cost estimation sits at the intersection of engineering analysis, machine capability, material science, and business economics. For most manufacturers it is still a manual job: senior engineers interpret 2D drawings or 3D CAD, identify machinable features and tolerances, map them to available equipment, calculate cycle times from spindle speeds, feeds, and tool paths, and then layer in setup, material, scrap, labour, and overhead. The result is slow, inconsistent, and entirely dependent on individual expertise - a bottleneck during high RFQ volumes and a hard ceiling on how the business can scale.
Discovery & strategy
We approached Estimatic as a product, not a calculation tool. That meant internalising how manufacturers actually operate: every shop floor has a different mix of machines, tooling, materials, labour rates, and overhead structures. Rather than building a rigid one-size-fits-all engine, we designed the platform around configurability - a structured onboarding flow where each manufacturer captures their own shop setup, which then becomes the source of truth for every quote that follows.
Design process
The interface mirrors the mental model of an estimator: upload a CAD model, review automated feature extraction, select machines and processes, refine parameters, generate a quote. Every step exposes what the system detected and the assumptions it made, so engineers can trust, verify, or override - making the transition from manual to automated quoting gradual rather than disruptive.
Development execution
Estimatic was built as a modular system with clear separation of concerns: a CAD processing layer that handles uploads, geometry extraction, and feature recognition; a rules-based cost engine that applies validated, machine-aware cost models; a configuration layer for shop setups, tooling and material libraries; and a quoting workflow with scenario comparison, what-if analysis, and exportable customer-ready outputs. Cost models are versioned and updateable without disrupting active quotes, and the data model supports multi-facility manufacturers from a single platform.
Technology stack
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