Why Off‑the‑Shelf Models Fall Short
Out‑of‑box LLMs and vision models don't understand your product names, regulations, or jargon—and SaaS APIs raise data‑sovereignty concerns.
Terminology Issues
Hallucinations on industry‑specific terminology
Low Accuracy
Low accuracy extracting custom entities & KPIs
Privacy Risk
Privacy and IP risk sending data to third‑party APIs
Cost Escalation
Token costs balloon without domain compression
Fine‑Tuning in Action
Contract Clause Extraction
Fine‑tuned Llama‑3 model tags obligations & risks with 98% F1—no external calls.
Clinical Note Summaries
HIPAA‑isolated DBRX model summarises SOAP notes using hospital terminology.
Sensor Anomaly Chat
RAG + fine‑tuned Mistral explains vibration anomalies in plant‑specific language.
Search Relevance Boost
Custom embeddings model improves top‑3 product search clicks by 27%.
Secure Fine‑Tuning Pipeline
Our secure fine-tuning pipeline ensures your proprietary data stays protected while creating models that understand your domain-specific language and requirements.
Data Curation
LakeFlow or Airflow pipelines label & de‑identify text, images, or tabular data.
Training & Eval
PEFT / LoRA or full fine‑tuning on Databricks GPUs; hidden eval suites check accuracy, bias, cost.
Deployment & Drift
Models served via MLflow or SageMaker; dashboards track drift, latency, & spend with auto‑rollback.
PipeIQ Fine‑Tuning Services
- ✅Data Quality Audit — Label density, PII scanning, and augmentation strategy
- ✅Model Selection & Strategy — Compare Open‑weight (Llama, Mistral) vs commercial (OpenAI, Cohere) trade‑offs
- ✅PEFT / LoRA Tuning — Efficient adapter layers cut GPU hours by 80%
- ✅Evaluation & Guardrails — Custom metrics, hallucination tests, and safety filters wired into CI/CD
- ✅On‑Prem / VPC Deployment — Serve models behind your firewall—no data egress
- ✅Ongoing Optimisation — Active‑learning loops, distillation, and quantisation for cost control
Make Models Fluent in Your Domain
Schedule a discovery call to craft a fine‑tuning roadmap and unlock proprietary value.
