LLM Training & Fine-Tuning
Fine-tuning, LoRA/QLoRA, instruction tuning, DPO and evaluation
Details
AI & LLM FIRST · SINCE 2021
We build AI into the work you already do.
We train the model on your data, run it on your own servers, ground it in your knowledge base and turn it into agents that do real work in your systems. Production systems, not demos.
2021
Founded
50+
Languages supported
24/7
Always-on AI systems
12+
Years of software engineering
AI & LLM
The whole LLM chain, model to production
Training a model is where it begins. Evaluating it, serving it safely and wiring it into your real systems is the actual work. We do all of it.
Local & Private LLM Deployment
Models that run on your own servers and keep data in-house
Details
RAG & Enterprise Knowledge Systems
Answers grounded in your own documents, with citations
Details
AI Adoption Consulting
Where to start, what will pay off, and what will not
Details
AI Agent Development
Agents that do not just answer but act in your systems
Details
AI Voice Call Center
Natural-sounding voice AI that answers around the clock
Details
AI Operator Systems
Virtual operators that run back-office work under human approval
Details
LLM TRAINING
Not a general model — a model that knows your business
We decide which method is needed by measuring. Often RAG is enough; when it is not we train LoRA adapters, and only where it is genuinely warranted do we move to full fine-tuning or continued pretraining.
Fine-tuning & LoRA/QLoRA
With parameter-efficient training we train small adapter layers alongside the model. They fit on a single GPU, cost a fraction of full training, and several adapters can be served over one base model.
Instruction tuning and DPO
We make the model follow your rules, tone of voice and procedures — building instruction-response sets and using preference optimisation to teach it which answers are good and which are not.
Continued pretraining
We raise the model's raw domain knowledge using your document archive — for legal, healthcare, finance or manufacturing work. Language adaptation for lower-resource languages such as Turkish happens here too.
Evaluation
"It feels better" is not a result. We build an evaluation set specific to your work and compare the base and trained models on the same metrics: accuracy, format compliance, hallucination rate, latency and token cost.
Quantisation and deployment
We make the trained model production-ready: GGUF and AWQ quantisation cut its memory footprint down to a size and cost that runs on your own server.
# 1 — data dataset: enterprise archive clean: dedupe, pii-mask, split # 2 — method base: Llama / Qwen / Mistral method: QLoRA rank: 32 epochs: 3 lr: 2e-4 # 3 — evaluation eval: domain suite + regression gate: must beat base # 4 — serving quantize: GGUF q4_k_m serve: vLLM · your own server
ENGINEERING
The software the AI sits on
AI does not work on its own; it needs a solid application, clean data and secure infrastructure. The same team builds both.
Software Development
Bespoke enterprise software with AI built in
Web & Mobile Applications
Fast, accessible, search-friendly interfaces
Data & Automation
Data pipelines, dashboards and reports you can query in plain language
Data Collection & Web Scraping
Structured, continuously refreshed data from public sources
Cloud & DevOps
Containers, CI/CD and scalable infrastructure for GPU workloads
Cyber Security
Security for applications, infrastructure and AI systems
OUR OWN PRODUCTS
Alongside client work, we build our own products
AiPilot, Abisyon and Turgiro — products built with Peaker Soft engineering.
HOW WE WORK
We deliver a working system, not a slide deck
01
Discovery & feasibility
We understand the process, the data and the real pain point. If AI is not the answer, we say so in the first call — we are here to do the right work, not to sell a project.
02
A measurable pilot
A narrowly scoped pilot with a fixed timeline and budget. Success criteria are written down before work starts.
03
Into production
No system goes live before security, authorisation, monitoring, cost tracking and a rollback plan are in place.
04
Handover or operation
The code, the model and the documentation are yours. We hand it to your team or keep running it — your call.
Choosing Peaker Soft LLC to build the website for the Turkish Shooting Federation was an excellent decision. Their ability to understand our specific needs and deliver a tailored, high-quality solution was impressive. The new website is not only visually appealing but also highly functional, reflecting the spirit of our organization perfectly. The team was professional, responsive, and committed to our vision from start to finish. We're thrilled with the results and highly recommend their services!
Prof. Dr. Gürsel ÇOLAKOĞLU
President of the Turkish Shooting and Hunting Federation
Let's talk about where AI fits in your business.
In a short call we listen, then tell you plainly which approaches fit your situation and which do not. We reply within 24 hours.