AI & Machine Learning

ForgeAI

Enterprise AI Data Platform

End-to-end platform for data labeling, LLM fine-tuning, model evaluation, and deployment — built for teams that need full control over their AI pipeline.

ForgeAI is a comprehensive AI/ML operations platform that covers the entire model lifecycle — from data preparation to production deployment. Unlike API-dependent AI services, ForgeAI gives your team complete ownership of the pipeline: label your data, fine-tune leading open-source models, evaluate outputs with human feedback, and deploy with one click.

Every step uses real data and real computation — no simulations, no random numbers, no fake endpoints. Whether you're building custom NLP models on proprietary data or fine-tuning large language models for domain-specific tasks, ForgeAI provides the infrastructure, workflows, and governance your enterprise needs.

Designed for self-hosted and on-premise deployments, ForgeAI ensures your data never leaves your infrastructure — making it ideal for organizations in finance, healthcare, legal, and government that require strict data sovereignty.

Supported Technologies

Built on industry-leading frameworks and models

Llama 3.1 (8B/70B)Mistral 7BGemma 2 9BPhi-3 MiniBERTRoBERTaDistilBERTResNet-50ViTPyTorchHuggingFace TransformersPEFT / LoRAQLoRAFastAPIPostgreSQL

Data Labeling & Annotation

Multi-Role Annotation Workflows

Built-in workflows with annotators, reviewers, and managers for structured data labeling at scale.

Quality Control Pipelines

Approval/rejection pipelines with inter-annotator agreement tracking to ensure label quality.

Multi-Format Data Support

Support for text, image, audio, and tabular data types with task-specific annotation interfaces.

Training-Ready Export

Export datasets in instruction-tuning, classification, and preference formats ready for SFT and RLHF/DPO.

LLM Fine-Tuning

Leading Open-Source Models

Fine-tune Llama 3.1, Mistral 7B, Gemma 2, Phi-3, and more using LoRA/PEFT techniques.

Memory-Efficient Training

4-bit quantization with QLoRA for GPU-constrained environments — no expensive hardware required.

Encoder Model Support

Full fine-tuning support for BERT, RoBERTa, and DistilBERT for classification and NER tasks.

Real-Time Training Dashboard

Live training progress, loss curves, and metrics dashboard for full visibility into every training run.

Model Inference & Serving

One-Click Deployment

Deploy fine-tuned models with auto-scaling to staging, production, or canary environments.

Text Generation API

Full-featured generation API for LLMs with configurable temperature, top-p, and top-k sampling.

Classification Inference

Real-time classification with confidence scores for encoder models.

Deployment Monitoring

Health monitoring, latency tracking, CPU/memory metrics, and deployment dashboards.

Human Evaluation & Testing

Evaluation Campaigns

Pairwise comparison, Likert scale, ranking, and binary evaluation with per-evaluator tracking.

Automated Benchmarking

Accuracy, bias, safety, and regression test suites with configurable pass/fail thresholds.

Side-by-Side Comparison

Compare model outputs head-to-head before promoting to production.

Enterprise-Ready

Role-Based Access Control

Fine-grained RBAC with admin, manager, annotator, and reviewer roles across all platform features.

Self-Hosted Deployment

On-premise deployment — your data never leaves your infrastructure. Full data sovereignty guaranteed.

Model Registry & Versioning

Full model lifecycle management with versioning, tagging, lineage tracking, and audit trail.

Webhook Notifications

HMAC-signed webhook events for training completion, deployment status, and pipeline events.

Who It's For

Built for Teams That Demand More

AI/ML teams building custom models on proprietary data

Enterprises in finance, healthcare, legal, and government that need data sovereignty

Organizations moving from API-dependent AI (OpenAI, etc.) to self-hosted models

Teams that need end-to-end control over the model lifecycle

Common Questions

Frequently Asked Questions

Get answers to common questions about ForgeAI.

QCan ForgeAI be deployed on-premise?

Yes. ForgeAI is designed for self-hosted and on-premise deployments. Your data, models, and training runs stay entirely within your infrastructure — no external API calls required.

QWhat models can I fine-tune with ForgeAI?

ForgeAI supports fine-tuning of leading open-source LLMs including Llama 3.1 (8B and 70B), Mistral 7B, Gemma 2 9B, and Phi-3 Mini using LoRA/PEFT. It also supports full fine-tuning of encoder models like BERT, RoBERTa, and DistilBERT.

QDo I need expensive GPUs to fine-tune models?

Not necessarily. ForgeAI supports 4-bit quantization (QLoRA) which enables fine-tuning of large language models on consumer-grade GPUs with significantly reduced memory requirements.

QHow does the data labeling workflow work?

ForgeAI provides a multi-role annotation pipeline: annotators label data, reviewers approve or reject labels, and managers oversee the process. It supports text, image, audio, and tabular data with inter-annotator agreement tracking.

QCan I evaluate models before deploying to production?

Absolutely. ForgeAI includes human evaluation campaigns (pairwise comparison, Likert scale, ranking) and automated testing suites (accuracy, bias, safety, regression) so you can thoroughly validate models before production deployment.

QWhat deployment options are available?

ForgeAI supports staging, production, and canary deployments with traffic percentage routing. Models are served with auto-scaling, health monitoring, and real-time performance metrics.

70+
Products Delivered
98%
Client Satisfaction
12+
Years Experience
50+
Enterprise Clients

Ready to Get Started with ForgeAI?

Schedule a demo or talk to our team about your requirements.

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