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AI SolutionsCustom AI Models

AI That's Built For Your Business, Not the Average Use Case

Generic AI models underperform on specialized domains. We fine-tune, train, and deploy custom large language models and ML systems on your proprietary data — giving you a permanent competitive edge.

The Problem

Off-the-Shelf AI Wasn't Built for Your Industry

Foundation models are trained on the internet — not your contracts, your clinical notes, your engineering specs, or your customer data. The performance gap shows.

Generic Models Miss Domain Context

GPT and similar models hallucinate industry-specific terms, misinterpret regulatory language, and produce outputs that require heavy human review.

Data Privacy Violations Using Public APIs

Sending proprietary contracts, patient data, or trade secrets to third-party model APIs creates serious IP and regulatory exposure.

Accuracy Too Low for Production Use

A generic model achieving 72% accuracy on your classification task is unusable. A fine-tuned model on your data can reach 94%+.

Latency and Cost at Scale

Routing every inference through a third-party API creates latency, rate limits, and per-token costs that become prohibitive at enterprise volumes.

The Solution

Fine-Tuned, Domain-Specific AI Owned by You

We build custom AI models — fine-tuned LLMs, domain-specific classifiers, and specialized generative systems — trained on your proprietary data and deployed in your environment. No data leaves your perimeter. No generic performance floor. A model that understands your business as deeply as your best expert.

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Fine-tuned LLMs on your proprietary corpus — contracts, SOPs, product data, clinical notes, engineering specs.

Private deployment in your cloud (AWS, Azure, GCP, on-premises) — your data never leaves your environment.

Domain-specific classifier models with 90%+ accuracy on specialized categorization, extraction, and routing tasks.

Custom embedding models for semantic search, document retrieval, and similarity matching in your domain.

Model compression and quantization for cost-efficient, low-latency inference at production scale.

Full ownership of model weights, training pipelines, and serving infrastructure — no vendor lock-in.

Key Capabilities

Custom Model Engineering Capabilities

From fine-tuning to production deployment — a complete custom AI engineering practice for specialized enterprise use cases.

LLM Fine-Tuning

Supervised fine-tuning and RLHF on your domain data using LLaMA 3, Mistral, Falcon, and other open-weight foundation models.

Custom Embedding Models

Domain-specific embedding models for semantic search, document clustering, and retrieval-augmented generation with your proprietary data.

Classification & Extraction

High-precision classifiers and NER models for document processing, contract analysis, medical coding, and complex categorization tasks.

Multi-Modal Models

Custom vision-language models for document understanding, invoice processing, medical imaging analysis, and product inspection.

Model Optimization

Quantization (INT4, INT8), distillation, and ONNX export for fast, cost-efficient inference — 5–10x cheaper than cloud API calls at scale.

MLOps & Serving Infrastructure

Production model serving with auto-scaling, versioning, A/B testing, and drift monitoring — managed or self-hosted to your requirements.

How It Works

From Data to Production Model

A rigorous 4-phase process for building, validating, and deploying custom AI models that perform reliably in your production environment.

01

Data Audit & Preparation

Assess your data assets, quality, and coverage. Build labeling pipelines and data cleaning workflows to create high-quality training datasets.

02

Model Selection & Training

Select the optimal base architecture for your task. Fine-tune with domain data, hyperparameter search, and RLHF alignment where needed.

03

Evaluation & Red-Teaming

Benchmark against held-out test sets, adversarial prompts, and real-world edge cases. Establish production acceptance criteria.

04

Deploy & Monitor

Deploy to your environment with serving infrastructure, monitoring dashboards, and retraining pipelines. Full MLOps stack included.

Use Cases

When Custom Models Outperform Generic AI

Domain-specific AI delivering accuracy and performance that off-the-shelf models simply cannot match.

LE
Legal

Contract Intelligence Model Cutting Review Time by 80%

The Challenge

Global law firm reviewing 2,000+ contracts/month for clause extraction, risk scoring, and obligation tracking — consuming 60+ attorney hours weekly.

The Outcome

Fine-tuned LLM trained on 500,000 contracts extracted 40+ clause types with 96% accuracy. Attorney review time reduced by 80%. Flagged 3x more risk clauses.

Contract AILLM Fine-TuningLegal
HE
Healthcare

Clinical NLP Model with 94% Medical Coding Accuracy

The Challenge

Hospital coding team manually processing 8,000 clinical notes/month with 82% ICD-10 accuracy, generating claim denials and revenue cycle delays.

The Outcome

Custom NLP model fine-tuned on 200,000 de-identified clinical notes achieved 94.3% coding accuracy, reducing denial rate by 58% and speeding billing cycle.

Clinical NLPMedical CodingHealthcare
MA
Manufacturing

Visual Inspection AI Replacing Manual QA at 99.1% Precision

The Challenge

Electronics manufacturer with 12% defect escape rate from manual visual inspection on high-speed production line, costing $3.4M/yr in warranty claims.

The Outcome

Custom vision model trained on 2M product images achieved 99.1% defect detection precision. Defect escape rate dropped to 0.3%. $2.8M annual savings.

Computer VisionQuality ControlManufacturing
FI
Finance

Document Classification Model Processing 50,000 Docs/Day

The Challenge

Asset management firm with 50,000+ financial documents ingested daily requiring classification, extraction, and routing across 120+ document types.

The Outcome

Custom classifier with 97.8% accuracy across all document types, deployed on-premises with 40ms average inference latency at full production volume.

Document AIOn-Premises DeploymentFinance
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Why Choose Us

A Custom AI Partner That Delivers Ownership

We build models you own, on infrastructure you control, with training pipelines you can operate. No SaaS subscription. No vendor dependency.

Zero Data Exposure

All training and inference runs in your environment. Your proprietary data is never sent to third-party model providers.

Full IP Ownership

You own the model weights, training code, datasets, and serving infrastructure we build. No licensing fees or ongoing royalties.

Domain Expertise

We've built custom models for legal, healthcare, finance, manufacturing, and retail — deep domain knowledge means faster, more accurate training.

Production-Grade MLOps

Model monitoring, drift detection, and automated retraining pipelines keep your model performing accurately long after initial deployment.

See Our Results
Proven Results

Custom Models. Measurable Accuracy.

Precision-built AI that outperforms generic models where domain expertise and data privacy matter most.

96%Clause Extraction Accuracy
Meridian Law GroupLegal

Custom LLM fine-tuned on 500K legal contracts. Extracts 40+ clause types, flags risk language, and tracks obligations across the full contract lifecycle.

Legal AILLM Fine-TuningOn-Premises
94.3%Medical Coding Accuracy
HealthBridge Medical CenterHealthcare

Clinical NLP model fine-tuned on 200K de-identified notes. Integrated with Epic EHR. Reduced coding denials by 58% and billing cycle by 3 days.

Clinical NLPEpic IntegrationHealthcare
99.1%Defect Detection Precision
PrecisionMake IndustriesManufacturing

Vision AI model trained on 2M product images for real-time QA on high-speed production line. Deployed edge-side for sub-50ms inference.

Computer VisionEdge DeploymentManufacturing
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Get Started Today

Your Data Deserves a Model Built for It.

Share your use case and data context. We'll assess what's possible and show you what a custom model could achieve on your benchmark.

View Technical Architecture
Client Stories

Built With Trust. Proven in Production.

Hear directly from the leaders who partnered with us to ship AI-powered products, modernize platforms, and move faster than they thought possible.

"Agile Infoways team delivered exceptional iOS and Android apps with responsive support and outstanding problem-solving expertise."

- Rob Machado

"Great company with great management quality developers were really dedicated to get the job done in a timely cost-effective manner."

- Alexandar Salahsour

"They consistently delivers reliable, high-quality development solutions with exceptional communication, value, and trusted partnership."

- Joe Pellegrino, Jordan Pellegrino

Get In Touch

Let's Build Something Remarkable Together

Book a call or drop us a message. Our team will respond within 24 hours.

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