From raw geological reports to instant web calculations
Dashboards
Automation
UX/UI Design
Redesign
Development
The development blueprint of how we re-engineered Metal Equivalent—building an AI-driven text-parsing engine and real-time market price integration into a highly polished, fully responsive multi-device platform.
About the project
In the global mining and commodity sector, speed to data dictates massive capital investment decisions. Geologists, investors, and analysts spend thousands of hours manually digging through raw drilling publications and press releases to calculate the net value of resource drill holes.
Metal Equivalent set out to fully automate this workflow. They needed a technical product team to build an enterprise platform that could ingest any public mining publication, parse the geological data via custom AI, and instantly output precise financial and volume valuations based on live global commodity markets.
The core mission was to replace chaotic manual calculations with an intelligent, highly responsive B2B platform that handles complex engineering metrics with the ease of a modern financial workspace.
Challenge
Industrial tech platforms often fail when translating dense, scientific data into accessible user interfaces, especially across tablet and mobile viewports used by field engineers.
For Metal Equivalent, the main development hurdles were clear:
Build a reliable backend engine that pulls and streams real-time metal prices from global market tickers.
Design and implement custom AI parsing logic capable of scanning raw text publications and extracting complex drilling specifications instantly.
Re-architect the cluttered interface into a fluid, responsive layout that functions beautifully across all devices.
Maintain a stable, high-performance computational environment that scales smoothly as traffic and query volumes grow.
This challenge represents a classic productization problem: how to take high-density, multi-variable scientific tracking and present it inside a clean, predictable, and fully responsive web interface.
Our Approach
We treated Metal Equivalent not as a simple data table, but as a high-performance internal operating center, designing the database structures and layout breakpoints around intense daily analytics workflows.
From day one, our team assumed complete end-to-end lifecycle ownership — spanning structural navigation re-design, complex data modeling, machine learning API integration, and full-stack implementation.
Operating as an elite development squad, we worked in lockstep with the client’s core engineers and industry analysts. This alignment ensured that our responsive component hierarchies and continuous data streaming layers matched real-world calculations and long-term scaling milestones.
Here is how we executed the platform turnaround:
Re-Architecting the Layout Architecture
We analyzed how users interact with multi-variable datasets. We discarded rigid desktop-only templates and built a fluid, device-agnostic grid layout from scratch, ensuring that heavy calculation matrices remain perfectly scannable whether viewed on an office ultra-wide monitor or a smartphone in the field.
Integrating Real-Time Asset Pricing
We engineered a dynamic data-fetching pipeline that syncs directly with global commodity market feeds. The platform automatically pulls, caches, and updates actual spot prices for underlying metals, feeding clean data into the core valuation formulas without manual input.
Deploying the AI Publication Parser
We integrated advanced language models and parsing script logic tailored for geological terminology. The system reads uploaded or linked mining press releases, scans for intervals, grades, and depths, and automatically extracts the necessary variables into a clean calculation card.
High-Velocity Optimization & Testing
To meet strict production timelines, we ran simultaneous development and stress-testing sprints. We optimized data-heavy charts, checked validation states for edge-case drill metrics, and refined mobile touch-targets, launching a polished, fully functioning platform in record time.
Every data stream, responsive grid, and AI validation loop was engineered to reinforce three systemic priorities: absolute data trust, multi-device accessibility, and extreme computational speed.
Key Features
AI-Driven Publication Parser
An intelligent text-processing module that automatically extracts precise drilling intervals, mineral percentages, and depth coordinates from raw press releases.
Real-Time Commodity Streaming Engine
A low-latency data channel that continually pulls and displays actual market prices for precious and base metals, eliminating manual spreadsheet updates.
Device-Agnostic Responsive Grid
A highly fluid frontend architecture that automatically reformats heavy multi-column metrics tables for crisp scannability on smartphones and tablets.
Automated Equivalent Calculation Engine
A robust backend processor that cross-references extracted drill grades with live spot prices to calculate total metal-equivalent value values instantly.
Dynamic Geological Trend Visualizations
Clean, performance-optimized data charts that map out resource density and asset value changes dynamically as users interact with the fields.
Frictionless Global Filter Overlays
Lightweight filtering modules allowing users to sort through massive multi-well records by specific metals, geographical zones, or publication dates instantly.
Unified Data Token Infrastructure
A centralized styling framework ensuring that typography weights, high-contrast numeric values, and operational statuses remain perfectly consistent across all modules.
Secure Enterprise Query Dossiers
An internal logging module allowing analysts to save specific parsed wells, attach notes, and export automated calculation summaries for investor pitches.
Tech Stack
Frontend Framework: React, TypeScript, Tailwind CSS
Backend Infrastructure: Node.js, Modular REST/GraphQL API layer
Design Systems: Figma
Results
Delivered and launched a fully functional, AI-powered B2B platform MVP within a highly compressed development schedule.
Achieved 100% responsive fluid scaling, making heavy engineering charts fully accessible across mobile devices for the first time.
Completely eliminated manual data entry by automating publication parsing and global market price synchronization.
Slashed well valuation research overhead by over 60%, letting analysts verify asset values in minutes instead of hours.
Why This Matters
For industrial tech founders, mining networks, and high-stakes commodity investors, Metal Equivalent serves as a clear blueprint for modernizing heavy B2B sectors. When dealing with high-capital valuations, relying on manual data entry and desktop-only legacy programs creates immediate operational bottlenecks.
A focused, full-stack product approach demonstrates how:
Fusing custom document AI with live price streams completely transforms slow research habits into instant automated assets.
Designing high-density interfaces with an agile, responsive grid ensures data utility remains perfect regardless of user location.
Unifying fragmented tools into a single, cohesive interface unlocks massive time savings and builds corporate authority that satisfies both technical users and institutional capital.
Instead of wrestling with outdated legacy desktop software, Metal Equivalent built a responsive, intelligent platform that puts the entire market's computational data directly into the palm of their hand.
Astana, KZ
Turning complex ideas
into high-performance products
©
2026
AlexFrontEnd
A. Bobykin SP · TIN 821019050222
NP 113, 23 Bukhar Zhyrau St, Astana, Kazakhstan