Models Built for Your Data,
Not the Average Case
XAI Agency designs, trains, and deploys custom AI models that understand your domain — delivering accuracy, speed, and reliability that off-the-shelf solutions simply cannot match.
Generic AI breaks in production — every time
The promise of foundation models is real. But the gap between "demo accuracy" and production reliability in your domain is vast — and most teams underestimate it.
- Generic LLMs hallucinate on domain-specific data and erode user trust
- Off-the-shelf models can't capture your proprietary terminology, workflows, or data
- Fine-tuning attempts stall due to poor data pipelines and unclear success metrics
- Black-box models create compliance and auditability nightmares in regulated industries
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Domain-Specific Fine-Tuning
We fine-tune foundational models on your proprietary data sets to achieve industry-leading accuracy on your exact use case.
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Evaluation Frameworks
Rigorous benchmarking pipelines ensure every model we ship meets your quality, latency, and safety thresholds.
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Explainability by Design
We build interpretability layers so you can audit, explain, and trust every output — essential for regulated sectors.
Production-grade models, fully owned by you
You get full ownership of every model artifact, training pipeline, and evaluation report — no lock-in, no black boxes.
Custom Fine-Tuned Model
A production-ready model trained on your data, optimized for your performance targets, and containerized for deployment.
Evaluation & Benchmark Report
Comprehensive metrics across accuracy, latency, hallucination rate, and cost — tracked against your baseline.
Training Pipeline
A reproducible data ingestion, preprocessing, and retraining pipeline so your model improves as your data grows.
Model Card & Documentation
Full technical documentation including intended use, limitations, bias assessments, and deployment guidelines.
Continuous Tuning SLA
Ongoing model updates as new data arrives, with drift detection alerts and scheduled retraining cycles.
From raw data to deployed model
Our ML engineering process is rigorous, documented, and collaborative — you have full visibility at every stage.
Data & Use Case Audit
We assess your existing data assets, define the model objective precisely, and design the labeling and cleaning strategy.
Model Architecture Design
We select the optimal base model and fine-tuning method (LoRA, PEFT, RLHF, etc.) for your task and resource constraints.
Training & Evaluation
Iterative training cycles with rigorous eval benchmarks. We don't ship until the model passes your acceptance criteria.
Deployment & Monitoring
We deploy with full observability — latency dashboards, drift alerts, and automated retraining triggers.
Performance metrics that speak for themselves
We tried two other vendors before XAI Agency. Their model runs in under 200ms on our edge infrastructure and the accuracy on our legal document classification task hit 94.7% — our previous best was 71%.
Ready to Build with Intelligence?
Your data deserves a model trained on it. XAI Agency engineers custom AI that understands your world — not a generic one.