Enterprise Solution
Model Fine-Tuning & Customization
Models That Speak Your Domain.
Domain-specific fine-tuning, RLHF, and LoRA/QLoRA adaptation — aligning foundation models to your terminology, tone, compliance requirements, and task accuracy needs.
What's Included
Task-specific fine-tuning with LoRA and QLoRA (parameter-efficient)
RLHF / DPO alignment for tone, refusal, and output format control
Domain vocabulary and terminology injection
Dataset curation, cleaning, and augmentation
Evaluation harness with domain-specific benchmarks
Quantization and optimization for inference cost reduction
Model versioning and A/B deployment architecture
Continuous learning pipelines for ongoing model improvement
ROI guarantee or money back within 90 days
Supported Platforms
HF
Hugging FaceOF
OpenAI Fine-TuningA
Axolotl
P
PEFT
V
vLLMR
RunPod
M
ModalIndustry Certified
AWS, Azure, GCP Professional
50+ Enterprise Clients
Fortune 500 to startups
Zero Breach Record
Perfect security track record
Guaranteed Results
ROI or money back
Use Cases
Where It Drives Results.
Legal
Legal Document Drafting
Fine-tuned models that produce contracts and clauses in your firm's specific style and jurisdiction — dramatically reducing drafting time.
— 10× faster contract generation
Healthcare
Medical Coding & ICD
Models trained on your patient records format for accurate medical coding — far above base model accuracy on clinical terminology.
— 95%+ coding accuracy on your data
Consumer / SaaS
Customer Support Tone
Fine-tune response generation to match your brand voice, handle escalations correctly, and know your product specs.
— Brand-consistent AI at scale
Finance
Financial Report Generation
Models trained on your reporting format and regulatory language producing structured financial commentary at analyst quality.
— Analyst-quality reports in seconds
Deployment Options
Cloud Training
Training on AWS/GCP with spot instances — cost-optimized fine-tuning.
— All Segments
Self-Hosted
Fine-tuned model deployed on vLLM in your infrastructure — no inference API costs.
— Enterprise / Scale
Managed Inference
Fine-tuned model hosted on Hugging Face Inference Endpoints or Modal.
— SMB / Rapid Iteration
FAQ
Questions
Answered.
Have a question not covered here? Schedule a call — we answer your specific situation directly.
LoRA fine-tuning can produce meaningful improvements with as few as 500–2,000 high-quality examples. For task-specific fine-tuning with clear input-output structure, 1,000–10,000 examples is a solid target. We help you assess whether your data volume justifies fine-tuning vs. prompt engineering, which often closes the gap with much less investment.
50+
Enterprise clients
99.9%
Avg uptime delivered
$22M+
Annual cost savings
300%+
Avg first-year ROI
Trusted by 50+ enterprise organisations
Ready to transform
your infrastructure?
Join industry leaders who have achieved measurable results across DevOps, AI Agents, Data Engineering, Security, and custom product development. Use the calculator below to estimate your return — then choose how to get started.
ROI Calculator
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Estimates based on industry benchmarks and engagement data. Actual results vary by environment. Book a free assessment for a custom projection.
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Schedule a strategy call
Personalised assessment, custom ROI projections, and an actionable roadmap — all in 30 minutes.
Free 30-minute session, zero obligation
Custom infrastructure & AI assessment
ROI projections for your environment
Prioritised next-steps roadmap
Available within 24 hours
Download the transformation guide
A 40-page blueprint covering DevOps, AI, Security, Data Engineering, and LLMOps best practices.
ROI calculation templates
Tool-selection frameworks
Implementation checklists
Industry benchmark data
Instant PDF — no form required
Ask a technical question
Specific challenge? Get direct expert advice with no sales pressure and no obligation.
Expert response within 4 business hours
Any domain — DevOps, AI, Data, Security
NDA available on request
Genuinely no sales pitch
Response within 24 hours
24-hour response
All enquiries answered within 24 hours on business days. Emergency support available 24/7.
NDA on request
Confidentiality protection available for all technical discussions, assessments, and proposals.
10+ years production experience
Deep expertise across Fortune 500 enterprises and high-growth startups in every solution domain.
Not sure where to start?
Every organisation is unique. Our team provides personalised guidance to help you understand exactly how transformation drives measurable results for your specific environment, team, and goals — across any domain.
Response within 24 hours • Emergency support 24/7