Model Distillation Services for Faster, Cheaper AI

Model distillation services to cut
AI costs and boost app speed

Turn slow, expensive foundation models into smaller student models that run faster, cost less, and deploy anywhere.

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A smaller model is only worth it if it still works

Knowledge distillation looks simple on paper: train a small student model to copy a large teacher model, then enjoy lower costs and faster responses. In practice, most teams discover the trade-offs too late. The student model loses reasoning depth, stumbles on edge cases, leaks sensitive data, or ends up costing more once you add dataset generation, evaluation, and retraining.

We plan for those trade-offs from the start. We treat LLM model distillation as a full product delivery process that helps you move from AI experiment to production-ready software.

Our engineers first confirm whether distillation is even the right call, then build secure training pipelines, design evaluations that mirror your real workflows, and ship a model you can trust in production — without surprises for your legal, security, or finance teams.

Why AI Model Distillation Makes Sense for Your Business

icon_Big-Capability-Small-Footprint

Big Capability, Small Footprint

Distilled models can retain nearly all of a teacher’s accuracy while running 60% faster at 40% smaller size.

icon_Frontier-Reasoning-at-a-Fraction-of-the-Size

Frontier Reasoning at a Fraction of the Size

A 32B model distilled from DeepSeek-R1 scored 94.3% on a hard math benchmark, just behind its far larger teacher’s 97.3%.

icon_Small-Models-Are-Winning

Small Models Are Winning

By 2027, Gartner expects small, task-specific models to be used 3x more than general-purpose LLMs.

icon_Specialized-Beats-General

Specialized Beats General

Gartner expects most enterprise GenAI models to be domain-specific by 2027, up from 1% in 2024.

icon_Inference-Costs-Are-Collapsing

Inference Costs Are Collapsing

Inference costs for a capable model fell over 280-fold from 2022 to 2024, led by smaller models.

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Built for the Edge

Small enough to run on-device or at the edge, distilled models cut latency and keep data in-house.

How We Help You Distill With Confidence

Distillation Readiness Assessment

We assess your AI costs, latency, use cases, data quality, compliance risks, and ROI to decide whether model distillation as a service is the right path.

Distillation Data Pipeline Development

We turn logs, prompts, documents, and teacher outputs into clean, anonymized, versioned datasets for knowledge distillation projects.

Teacher-Student Strategy Design

We choose the right knowledge distillation teacher student model setup, from response distillation and instruction tuning to quantization, routing, and hybrid architectures.

Evaluation and Safety Layer

We build test sets, regression tests, red-team checks, dashboards, and human review flows to measure quality on real workflows, not just public benchmarks.

Production Deployment and MLOps

We deploy distilled models with APIs, monitoring, fallback logic, CI/CD, versioning, rollback, cost controls, and ongoing model maintenance.

Continuous Optimization & Maintenance

Teacher models and business policies change, so we run regular evaluations, refresh datasets, retrain, watch for drift, and keep cutting inference costs over the life of the model.

Selected Cases

Recruit Media

Recruit Media

United States
Developed a patent-pending recruitment SaaS from the ground-up, which was later acquired by HireQuest
Evolv

Evolv

United States
Transformed the legacy offering Sentient Ascend into the #1 AI-driven digital growth solution
KillerBee

KillerBee

New Zealand
Transformed decades of construction materials expertise into the #1 automated smart-pricing solution used worldwide
Enorasys

Enorasys

Greece
Future-proofed cyber threat management platform recognized by IBM

Want to find out if model distillation is right for your product?

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Where to Apply Knowledge Distillation First

Ticket and Email Classification

Classify high-volume support requests faster and cheaper while keeping escalation logic easy to test and improve.

Document Extraction

Use AI model distillation to extract fields from repeatable document types with clear accuracy metrics and lower processing costs.

Internal Knowledge Q&A

Build a smaller domain-focused model that answers company-specific questions with retrieval, guardrails, and controlled knowledge sources.

Support Reply Suggestions

Generate draft replies for human agents, reduce response time, and keep quality control through review and approval workflows.

Lead Qualification

Score, classify, and route leads with a smaller model optimized for your sales criteria and CRM data.

Content Moderation

Handle high-volume moderation tasks with lower latency while escalating uncertain or sensitive cases to a larger model or human reviewer.

Contract Clause Detection

Detect clauses, risks, and missing terms in contracts using a narrow, measurable, and business-critical distilled model.

Model Routing

Use a small model to decide which requests need a large model, reducing large-model usage across many AI workflows.

Why Leaders Choose Us for Model Distillation

iconTwo Decades of Software Excellence

Since 2005, we’ve helped world-class businesses scale software systems safely. Our experience spans building products from the ground up for tech giants like Siemens, Universal Music Group, and Fortune 500 companies like J.B. Hunt.

iconFull-Stack AI Delivery Team

We supply full-scale product cross-functional teams. Your distillation project is backed by specialized AI engineers, data scientists, full-stack developers, rigorous QA specialists, DevOps masters, and product-focused project managers.

iconSenior Engineers Only

We do not pass your strategic AI assets down to junior interns. Your project is architected and executed exclusively by veteran mid-level and senior engineers who understand how AI models impact enterprise infrastructures.

iconAward-Winning Results

Our software development delivery is globally recognized, making it onto IAOP’s prestigious Global Outsourcing 100 list. Our clients frequently win industry awards and our startup partners regularly get acquired by top market leaders.

iconProduct-First Vision

Model distillation is only a win if it makes operational sense. If prompt optimization, caching, or a smaller off-the-shelf model can hit your latency and cost targets faster, we pivot to the more efficient solution immediately.

iconSeamless Communication

Operating internationally with core client bases across the USA, Western Europe, Australia, and New Zealand, we bring native-level English fluency and frictionless agile collaboration to your existing timezone.

I've just been so unbelievably impressed with Redwerk’s ability to kind of run the gamut in terms of specialty. They have incredible coders, they have incredible project managers, and they have the ability to make this really seamless experience of creating an app.
star star star star star
I need to be sure that developers are truly involved and support our vision. This is what I get from cooperation with Redwerk.
star star star star star
All software you did was amazing! If we ever decide to create custom software development, it's going to be Redwerk. I have already recommended you to my colleagues.
star star star star star

Technologies We Use

Services Beyond Model Distillation

AI Automation

We build AI-powered workflows that remove repetitive work, connect business systems, and help teams process data, documents, and decisions faster.

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AI Agent Development

We create AI agents with secure tool access, clear permissions, workflow logic, monitoring, human approval, and production-grade safeguards.

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Custom API Development

We build secure, well-documented APIs that connect your AI models to existing systems and automate workflows, letting your distilled models slot cleanly into your production stack.

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LLM Development

We design and fine-tune custom large language models tailored to your proprietary enterprise data, ensuring deep domain expertise, strict privacy, and high-accuracy outputs.

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Tell Us About Your Model Distillation Project

Want to reduce AI costs, improve response time, and deploy a smaller model built around your real business workflows? Let's talk.

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250+

SUCCESSFUL
PROJECTS
DELIVERED

90+

AI & ENGINEERING PROFESSIONALS

170+

CLIENTS
WORLDWIDE

773M

USERS OF SOLUTIONS
WE’VE DEVELOPED