TangibleML

Just as PCs multiplied individual productivity in the 1980s, AI multiplies it today.

What administrative tasks take dozens of hours in your organization?

Finding data? Compiling Reports? Cross Referencing Data?

Take a business research task that used to take two days and turn it into two minutes.

AI doesn’t need to take jobs – but it can make 1 person work like 5, or more.

GET TANGIBLE WITH YOUR DATA

AI is no longer restricted to being a black-box cloud service.

• AI business pipeline development – Code, training, hardware
• Natural language processing (NLP) that can work with your business data, privately.
• Open-weight LLM model fine-tuning to match business goals
  • As of 2025, open-weights models have most of the functionality of public models
• 20-50% accuracy improvements of accuracy over public models
• Trained models 1%-5% the size of public models can outperform public models.
• Lean and fast – no unnecessary bloat. Having a model that’s multi-PHD grade isn’t necessary for most tasks.
• Data sovereignty – can be run entirely on private hardware
• Or, run your custom models privately in the cloud
• Design and resell GPU hardware to host models
• Smaller installations can run on premium workstation-grade hardware
• Larger, on GPU servers
• vLLM, Axolotl, Ollama consulting
• Optionally plug in your business AI to Microsoft Teams for easy accessibility – even on mobile devices.
• RAG preparation and strategy – SQL, Vector, Graph, etc.
• Performance tuning of existing solutions – software modernization, smaller models via training
• Prompt engineering consulting