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Case study · Real Estate

Construction proposals built by a platform instead of by hand

An AI web crawler, an OCR-fed datasheet repository and templated proposal modules cut 55-80% out of proposal development and returned 5.6X on the investment.

Real Estate
55–80%time saved on construction proposal generation
5.6Xreturn on investment
5Xhigher productivity
Industry
Construction technology
Client
A leader in construction AI for the supply chain
Scope
Proposal generation, datasheet management
Delivery
AI-driven SaaS platform

The client.

Construction has been slow to digitize, which is exactly why the recent shift has produced such large efficiency gains where it has landed.

Our client is a leader in construction AI technology, known for their work across the construction supply chain. They engaged us to automate the most laborious part of their customers’ workflow: proposal development.

The challenge.

The industry runs on time-consuming processes and labour-intensive collection of the data those processes need. Gathering material specifications alone can absorb days before a proposal is written.

The client’s brief was to accelerate proposal development, produce precise project records, and address the broader friction in the construction workflow around it - reducing both workforce requirements and delivery delays.

Designer specificationsDrawings, datasheets, product specs
CrawlComputer vision on specs
ExtractOCR into structured data
RepositoryCentralized datasheets
GenerateTemplated proposals
A finished proposalTemplated, versioned, accurate

The crawler reads specs the way an estimator would - matching what a designer asked for against what a distributor can actually supply.

Specifications read automatically, matched to materials, and assembled into a proposal.

The solution.

Algoscale built an AI-driven SaaS platform in five parts.

AI-informed web crawler. A crawler using computer vision to read designers’ specifications, identify the best-matching construction materials, and hand distributors the strategic picture.

Centralized repository. A single store for construction datasheets, growing continuously as new data arrives.

OCR extraction. Automated data extraction that removed manual entry from storage and retrieval entirely.

Custom modules. Predefined formats and templates that standardize how a proposal is put together.

Workflow automation. APIs for customization, plus collaboration and version control, so a proposal has one current copy rather than five.

Business value delivered.

55-80% time savings. Proposal development compressed from days to a fraction of that.

5.6X return on investment. Measured against annual labour savings.

5X higher productivity. The same team covering considerably more work.

Lower operational cost. Manual data gathering removed from the critical path.

Tech stack.

What the platform runs on.

Amazon Web Services
Python
Amazon S3
PostgreSQL
Apache Airflow

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Our customers

AccentureMintWalmartKPI PartnersGupshupImpendiCapital OneAbzoobaSupplyCopiaUST

Certified partners

Microsoft Partner AWSDatabricksSnowflake

Certifications

ISO 27001ISO 27001Clutch Champion 2025Clutch Champion 2025Clutch Global 2025Clutch Global 2025Best Data Analytics Companies 2025Best Data Analytics Companies 2025
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