One control plane. Every cloud. Your data center.
Inwire.ai is a true multi-cloud and hybrid-cloud platform. Deploy AI workloads to Google Cloud, AWS, Azure, Alibaba Cloud, or on-premises Kubernetes. One unified lifecycle for orchestration, governance, and security.
Unified control plane
inwire.ai
Full AI workload lifecycle · Governance · Security
Conceptual diagram: inwire.ai as a central platform connected to Google Cloud, AWS, Microsoft Azure, Alibaba Cloud, and on-premises Kubernetes.
Model Operations Control Panel
Manage every workload from one place. Register, deploy, and govern models at scale. One-click deployment to AWS, SageMaker, Vertex AI, Azure Machine Learning, Alibaba PAI-EAS, Nebius, Fireworks, and more.
InferenceIQ: Optimize LLMs for the real world
Ship models that perform in production, not just on benchmarks. Run hardware-aware experiments across precision, parallelism, sparsity, distillation, and kernels, then validate with benchmarks, live metrics, and cost intelligence before you deploy.
Complete AI Platform
Everything you need to build, deploy, and scale AI applications in production
Model Operations
End-to-end lifecycle for models in production, from registry to retirement.
- Central registry with versioning, lineage, and approval workflows
- One-click deploy to multi-cloud and on-prem targets
- Live health, drift, and cost metrics per deployment
Model Training & Fine Tuning
Train and adapt models with experiments you can reproduce and promote.
- Managed jobs for SFT, LoRA, and preference alignment
- Experiment tracking, checkpoints, and artifact storage
- GPU pools and schedulers tuned for LLM workloads
Data Studio
Prepare, curate, and govern the data that powers your models.
- Ingestion pipelines from warehouses, lakes, and streams
- Labeling workflows and quality scoring at scale
- PII detection, redaction, and policy-aware access
Inference IQ
Optimize inference before you ship: latency, cost, and hardware fit.
- Architecture-aware engine and GPU recommendations
- Quantization and parallelism strategies with trade-off views
- Benchmark-driven configs exported to your stack
Launch Pad
A safe place to experiment with models, prompts, and eval loops.
- Side-by-side model and prompt comparison
- Session-scoped keys and usage caps for teams
- One-click promotion paths toward production endpoints
Synthex
Generate and refine synthetic data when real data is scarce or sensitive.
- Scenario libraries for edge cases and long-tail events
- Bias and distribution controls with exportable manifests
- Privacy-preserving generation with audit trails
Agent Studio
Design, test, and ship agents with tools, memory, and guardrails.
- Tool and MCP connectors with scoped credentials
- Planner–executor patterns with human-in-the-loop steps
- Policy checks before every external action
Agentic RAG
Retrieval that agents can trust, with citations and quality gates.
- Hybrid retrieval across vectors, graphs, and structured sources
- Grounded answers with source attribution and refusal rules
- Continuous evaluation on live and offline corpora
Evaluation Hub
Prove model quality before and after every release.
- Regression suites for tasks, prompts, and safety categories
- Human review queues with scorecards and adjudication
- Gates that block promotion when metrics fall below thresholds
AI That Answers to You
Inwire.ai is more than a deployment tool. It's your AI command center. Monitor behavior, validate performance, enforce compliance, and train better models through feedback, all from one unified platform. Take control before your AI goes out of control.
The Control Layer Your AI Stack Has Been Missing
Stop duct-taping tools together. Inwire gives you one unified platform to deploy models, manage agents, control data streams, and secure AI workflows without the chaos. It's not just orchestration; it's AI operations reimagined.
Get started
Ready to Take Control of Your AI Stack?
Whether you're an individual researcher exploring the platform or an enterprise team planning a production deployment, our team is ready to help. Fill out the form below and a dedicated inwire specialist will reach out to prepare a personalized demo and walkthrough.
Our team typically responds within one business day. Every consultation is tailored to your stack, your models, and your goals.