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Prolego

AI Consulting Strategy

Prolego is an AI consultancy that uses Performance-Driven Development to get stalled LLM projects into production.

About

Prolego is a Raleigh-based AI consultancy, operating since 2017, that specializes in getting LLM projects unstuck and into production. Their proprietary Performance-Driven Development methodology addresses the core transparency problem that causes LLM initiatives to stall: the inability to predict timelines, forecast costs, detect regressions, or quantify model behavior. Prolego applies this framework through four structured phases — organizing data and tasks, building the AI solution using 13 defined optimization techniques, designing a custom evaluation framework with KPIs, and generating performance reports with a forward-looking investment roadmap.

They work with enterprise organizations that are managing backlogs of LLM projects or launching their first, with a focus on building internal AI capability alongside delivering production-ready systems. Named clients include Lockheed Martin, Bosch, Citi, and Morgan Stanley.

What They Do

Performance-Driven Development Engagements

  • Defining business goals in a format that creates shared understanding across technical and non-technical stakeholders

  • Improving LLM performance through 13 documented optimization techniques applied systematically

  • Designing custom evaluation frameworks with KPIs that instantly measure model performance in production

  • Generating customized performance reports and roadmaps for future AI infrastructure investment

AI Capability Building

  • Guiding teams from experiment and demo phase to production deployment — measured in weeks, not months

  • Building in-house AI expertise so clients can sustain and scale solutions after the engagement ends

  • Securing internal alignment across legal, security, and executive stakeholders by demonstrating how solutions perform and mitigate risk

Services & Tech Stack

  • AI Proof of Concept
  • AI Use Case Identification
  • LLM Evaluation & Testing
  • Enterprise AI Architecture Review
  • AI KPI Framework Design

Is This a Fit?

Best For

Enterprise teams with stalled or underperforming LLM projects that need a structured, measurable path to production — particularly organizations managing multiple AI initiatives simultaneously.

Not a Fit For

Teams seeking general software development, early-stage startups without a defined LLM use case, or organizations looking for off-the-shelf AI tool implementation rather than custom methodology-driven delivery.

Ideal Client

CIO, VP of AI, or Head of Digital Transformation at an enterprise organization with an active but underperforming LLM initiative.

Track Record

Prolego has operated as an AI consultancy since 2017, serving enterprise clients including Lockheed Martin, Bosch, Citi, and Morgan Stanley. Their Performance-Driven Development methodology is built around 13 documented LLM optimization techniques and a structured four-phase delivery framework.

Common Outcomes

  • LLM projects moved from experiment or demo to production deployment in weeks rather than months
  • Custom KPI-based evaluation frameworks that instantly detect model regressions and measure performance
  • Documented optimization roadmaps giving enterprise teams a clear path for future AI infrastructure investment
  • Internal AI capabilities built so client teams can sustain and scale solutions after engagement ends

Notable Clients

Lockheed MartinBoschCitiMorgan Stanley

Use Cases

Workflow process automationAI data labeling pipeline

Case Studies

This vendor has not published detailed case studies yet.

At a Glance

  • Location

    Raleigh, United States

  • Founded

    2017

  • Timeline

    Weeks to months depending on project complexity; methodology explicitly targets moving projects from demo to production faster than traditional approaches.

  • Delivery

    Remote
  • Engagement

    Project Based
  • Client Tier

    Enterprise
  • Regions Served

    Northern America
  • Languages

    English

Focus Areas

Industries

Financial ServicesManufacturingProfessional Services

Specialties

LLM OptimizationPerformance Driven DevelopmentAI Evaluation FrameworksEnterprise AI StrategyLLM Transparency

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ProlegoListed on AI Development Companies 2026

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Signal
CategoryAI Consulting StrategyAI Consulting StrategyAI Consulting Strategy
LocationRaleigh, United StatesLondon, United KingdomBerlin, Germany
Team SizeNot listedNot listedNot listed
Client TierEnterpriseEnterpriseEnterprise
Delivery ModelRemoteHybridHybrid
Typical BudgetNot listed$250,000+Not listed
Services
AI Proof of ConceptAI Use Case IdentificationLLM Evaluation & Testing+2
AI Use Case IdentificationAI Operating Model DesignAI Proof of Concept+2
AI Use Case IdentificationAI Operating Model DesignAutonomous AI Agents+2
Tech StackNot listedNot listedNot listed