Enterprise AI, optimised for value, control and scale.Discover AI Economics
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THE ECONOMIC PROBLEM

The Hidden Cost of Enterprise AI

The real cost isn't tokens — it's inefficient AI engineering.

96%

of enterprises exceed their initial AI cost projections

66%

of enterprise AI compute is inference — where recurring run-cost sits

30–40%

GPU utilisation cited for fragmented or idle enterprise capacity

FORBES RESEARCH – August 2026

Uncontrolled compute costs - resulting from engineering choices, fragmented usage, inefficient design and wasteful and idle compute time - wastes money.

Unbounded prompting

Software engineers' experiment

Endless iterations on models -without guardrails - drives spend

Oversized models

Poor model architecture

Oversized dense models running, inefficient, wasteful routine tasks

Duplicated solutions

Token Burn

Runaway token consumption from unbounded prompts

Idle GPU capacity

GPU thrashing

Idle or fragmented tasks consume up to 40% compute - costing money

SHIFT FROM COMPUTE COSTS TO AI ECONOMICS

Same AI power. Lower cost. Managed Compute. Higher value.

MOVE FROM AI COMPUTE COSTS

Cost grows. Value is uncertain.

  1. Developers consume AI resources

    Unrestricted access. Endless experimentation.

  2. Compute & Token usage grows

    More prompts, more retries, larger context windows.

  3. Costs become unpredictable

    Token consumption and Compute costs climb

  4. ROI becomes difficult to justify

    Unclear outcomes. Unpredictable spend.

TO AI ECONOMICS

Value delivered. Cost under control. Delivered by TFLUX ULTRA

  1. Business problem identified

    Clear use case. Defined outcomes.

  2. Solveworx optimises the AI architecture

    AI data scientists & mathematicians design the most efficient model, prompts, retrieval and inference strategy.

  3. Production-ready AI capability deployed

    Secure, scalable and integrated into your environment.

  4. Governed business users consume AI

    Controlled access. Purpose-built experiences. Maximum productivity.

  5. Continuous optimisation

    Models, prompts and infrastructure continuously refined for efficiency and performance.

  6. Predictable operating cost

    Fixed-cost model. Cost-capped. No token surprises.

  7. Measurable business value

    Outcomes tracked. ROI proven. Value compounds over time.

TFLUX ULTRA GIVES YOU

  • Fixed-cost/capped commercials
  • Predictable AI OpEx
  • Lower GPU and cloud costs
  • Faster deployment
  • Improved governance
  • Reduced operational risk
  • Predictable AI input costs

TFLUX Ultra turns an LLM into YOUR Data Asset, compounding value over time

Deploy AI & Models within Tflux Ultra and keep your organisational IP where it belongs - inside the organisation.

INGEST

1

More documents and data ingested from internal sources.

REFINE

2

Workflows optimised and processes improved.

EMBED

3

Domain rules, policies and knowledge embedded.

EVOLVE

4

LLMs become more accurate, context-aware and operationally aligned.

A COMPOUNDING
AI ASSET

Increasingly accurate, context-aware and operationally aligned to your organisation’s evolving policies, products and decisions.

BUILT DIFFERENT. BUILT BETTER.

  • Solveworx Large Language Models built on your data, for your domain.
  • No reliance on public LLM providers.
  • Predictable performance, no API limits.
  • Full control, full transparency, full ownership.
  • Your intelligence. Your asset. Your advantage.

NOT A TOKEN-BASED MODEL

BECAUSE TFLUX ULTRA DOES NOT DEPEND ON LLM PROVIDERS
×No token usage or token costs$No pay-per-use or hidden fees∅No dependency on external LLM providers✓Built for sovereignty, security and self-reliance

AI Without the Cost Shock

Enterprise AI promises transformational productivity — but most organisations are deploying it with an unpredictable, uncapped cost model.

TODAY’S REALITY

Unlimited developer access

Uncontrolled token consumption

Escalating GPU costs

Multiple teams solving the same problem

Difficult-to-measure ROI

T-FLUX ULTRA CHANGES THE ECONOMICS

From Unlimited AI Consumption to Managed AI Outcomes

T-Flux Ultra transforms AI from a variable cloud expense into a predictable business platform.

Predictable Costs. Measurable Value. Enterprise Scale.

Lower CostHigher UtilisationMeasurable ROISustainable Advantage