Finding the Right Fit: Considerations When Hiring AI/ML Developers


  • Industry: Construction

  • Time:  89 days

  • RoI : Schedule Pressure: -40%, Reduce Human Error: +31%, Sharper Bids: +22%, Sales: +22%

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Frazzled with schedule pressure in BOQ driving poor estimations and swallowing profit?


  • Pulling hair to meet project deadlines every time?

  • Actual project execution is so different from estimation, it’s a nightmare!

  • Are you able to leverage past quotations to help you do better cost estimation?

  • Tired of suffering cost surprises that you have no choice but to accept after the bid is accepted?

Top 5 things driving

Make room to make less-rushed estimations and smarter go/no-go decisions.


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  • Maximize time to review estimates and review prior execution data

  • Create laser accurate estimates that are sharply competitive.

  • Slash the time it takes to create a bid by 31%

  • Ask us how we saved $4.3 mn in missed revenue for a contract manufacturer in 89 days!

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Upstream & Downstream AI Solutions for Construction

Training and Knowledge Base

Setup a best practices and knowledge base. This assists training new hires as well as sharing insights for the experienced ones. This empowers your team to grow from shared experiences and analytics at the individual, team and company level from the learnings extracted from historical data and execution vs estimation comparatives. This results in 13% to 22% better estimation accuracy.

Profitability Maximization

Legacy platforms that are ready for a technology upshift. When the business need is clear and apparent, migrate and port your modules / systems to the right stack with the right delivery service level agreement from both a functionality and performance perspective.

Integration with Project Management & ERP

Once you have tightened your estimation, it’s time to reap the rewards of integration with project management & ERP. Imagine a fully automatic and smart system, wherein you can extract insights on what worked and what did not work in the execution vs estimation – by quantum of execution accuracy, cost, human dependency, supply chain, etc.. What is the critical path? How much lead notice to be provided to vendors to ensure minimal impact to delivery.

Execution Effectiveness with Business Partners

Squeeze the maximum output from your production lines. Get real-time updates on the existing status based on machine capacity, cycle times, shift availability. Set up practical production line/section/machine cycles. Use AI to answer ATP (Availability-to-Promise) queries.

Global success stories

AI & FinTech  arrow

Sharpened product  fit and slashed churn by boosting AI-powered user-engagement by 50%

AI & Pharma   arrow

Slashed drug wastage > 51%, bumped drug shelf-life > 53%, saved $$$ millions

AI & Sales  arrow

Delivered AI sales proposal generation.  Plugged Revenue Leak valued at USD 4.30mn.

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Global success stories

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