Skip to content
TAIP

Solutions

Different teams. One platform that fits.

TAIP is built around the people who actually do AI work — and the people who keep the platform running underneath them. Here's how it shows up for the most common teams we work with.

01 / 04

AI research labs

From notebook to multi-node run, without leaving the platform

Give researchers GPU-ready dev environments, distributed training that scales, and a clean handoff from experiments to production — all under the same identity and quota model.

Outcomes

  • Researchers ship from idea to multi-node training in days, not weeks
  • Long jobs survive hardware blips with checkpoint-aware restarts
  • Findings move to production through the same workspace, not a rewrite

02 / 04

AI product teams

Ship LLM-powered products on infrastructure you control

Stand up OpenAI-compatible endpoints, host fine-tuned models, and run agents on dedicated capacity — with the cost, latency, and privacy your product needs.

Outcomes

  • Drop-in OpenAI compatibility means no application rewrites
  • Cost and latency you can plan against, not hope for
  • Sensitive data stays in your environment, end to end

03 / 04

Platform & infrastructure teams

Run a serious internal AI platform without building one from scratch

TAIP gives platform teams the multi-tenant control plane, policy, and observability that turn a GPU cluster into a real product for the rest of the company.

Outcomes

  • Multi-team quotas, policy, and audit out of the box
  • Self-service for users with guardrails for operators
  • One platform across notebooks, training, inference, and agents

04 / 04

Regulated & on-prem deployments

AI that meets your compliance bar — in your environment

TAIP installs into your data center, your VPC, or air-gapped environments. Bring your IdP, your network policy, and your hardware — TAIP fits in.

Outcomes

  • On-prem, VPC, and air-gapped installs supported by design
  • Bring-your-own identity and policy from day one
  • Auditable from cluster up: every action, every artifact