All services
All industries

Case study · Business services

Recovering $7M in missed escalations through AI-powered contract intelligence

Thousands of client and vendor agreements in six languages, with no standard format and no central repository. Algoscale translated, extracted and governed 1,500+ of them into one CLM.

About the client

The client is a global business services firm operating across multiple industries and geographies.

It manages thousands of client and vendor agreements in six major languages.

Sector
Business services
Agreement languages
Six

About the Company.

A leading global business services firm that operates across multiple industries and geographies, managing thousands of client and vendor agreements in six major languages. With no standardized contract format or centralized repository, contract visibility and renewal terms were not consistently applied, leading to revenue leakage and declining profitability.

Solution Summary.

Algoscale implemented an AI-driven multilingual contract analytics platform capable of translating, extracting, and standardizing contractual terms across 1500+ agreements. The solution identified the price escalations that we missed, implemented a Contract Lifecycle Management (CLM) system with critical metadata such as renewal dates and pricing terms, and established automated workflows for ongoing contract governance.

Customer Challenges.

The client faced significant challenges from fragmented contract management and lack of automation

  • No Standardized Contract Structure.

    Contracts varied significantly across clients, business units, and geographies, making extraction and comparison difficult.
  • Multilingual Complexity.

    Separate builds for iOS and Android would double effort and delay release.
  • Missed Price Adjustments.

    No visibility into escalation clauses resulting in underbilling and margin loss.
  • Untracked Renewals.

    Renewal dates are being managed manually which causes missed renegotiations and low market pricing.

Algoscale Solution.

Algoscale engineered a custom AI/NLP-based contract intelligence pipeline to automate translation, extraction, and governance.

  • Algoscale Solution
    Algoscale engineered a custom LLM-powered contract intelligence pipeline to automate translation, clause extraction, and governance across 1,500+ agreements.
  • Algoscale Solution
    Trained multilingual LLM models to interpret pricing terms, escalators, renewals, and commercial clauses across six languages and diverse formats.
  • Algoscale Solution
    Used DocumentIQ, Algoscale’s document-processing agent, to perform OCR, extract structured metadata, and generate CLM-ready outputs with confidence scoring.
  • Algoscale Solution
    Developed a human-in-the-loop validation layer to minimize hallucinations and maintain high data accuracy.
  • Algoscale Solution
    Implemented entity recognition and clause classification algorithms to detect missed price escalators and identify renegotiation opportunities.
  • Algoscale Solution
    Integrated structured outputs into a centralized CLM system, populating renewal dates, escalation terms, pricing models, and governing clauses.
  • Algoscale Solution
    Established automated retraining and feedback loops to continuously improve model precision across new contract types.

Algoscale Differentiators.

  • Algoscale Differentiators
    Deep expertise in Natural Language Processing (NLP) and multilingual contract intelligence.
  • Algoscale Differentiators
    Robust validation and feedback architecture ensuring accuracy and detailed explanation in AI outputs.
  • Algoscale Differentiators
    Modular and scalable architecture, enabling continuous learning, retraining, and expansion to new contract categories.
  • Algoscale Differentiators
    End-to-end delivery from data extraction to actionable insights, accelerating business value realization.
  • Algoscale Differentiators
    Expertise in leveraging and fine-tuning LLMs for legal and commercial document intelligence across enterprise-scale datasets.

Values Delivered.

Through this engagement, Algoscale delivered measurable improvements:

  • Identified and captured $7M in missed price escalations, applied proactively during renewals.
  • Built an early warning system enabling account teams to act ahead of contract expirations.
  • Reduced manual contract review effort by over 80% through AI-driven extraction and validation.
  • Populated the CLM with accurate renewal, pricing, and clause data for ongoing monitoring.
  • Flagged agreements missing escalation or key commercial clauses for inclusion during future renegotiations.
Python
Amazon Web Services
Microsoft Azure

Get this case study as a PDF

The full write-up, including the extraction pipeline, the validation layer and how the $7M was found, in one file you can send on.

Sent as a PDF to your inbox. Name and business email only.

Contact Us.

Tell us what you are trying to solve. A member of our team will get back to you with next steps, not a brochure.

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
Top AI Development Company BusinessFirms Certified Company WADLINE Software Badge Top Software Developers New Jersey Software Development Companies Top Custom Software Development Companies 2026 Top Software Outsourcing Companies USA BI & Big Data Development Leader 2025 Artificial Intelligence Company of the Year 2025