Skip to content 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
Read Solveworx White Paper on why Uncontrolled compute costs - resulting from engineering choices, fragmented usage, inefficient design and wasteful and idle compute time - costs money and profitability
Software engineers' experiment Endless iterations on models -without guardrails - drives spend
Poor model architecture Oversized dense models running, inefficient, wasteful routine tasks
Token Burn Runaway token consumption from unbounded prompts
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.
Developers consume AI resources Unrestricted access. Endless experimentation.
Compute & Token usage grows More prompts, more retries, larger context windows.
Costs become unpredictable Token consumption and Compute costs climb
ROI becomes difficult to justify Unclear outcomes. Unpredictable spend.
Higher spend. TO AI ECONOMICS Value delivered. Cost under control. Delivered by TFLUX ULTRA
Business problem identified Clear use case. Defined outcomes.
Solveworx optimises the AI architecture AI data scientists & mathematicians design the most efficient model, prompts, retrieval and inference strategy.
Production-ready AI capability deployed Secure, scalable and integrated into your environment.
Governed business users consume AI Controlled access. Purpose-built experiences. Maximum productivity.
Continuous optimisation Models, prompts and infrastructure continuously refined for efficiency and performance.
Predictable operating cost Fixed-cost model. Cost-capped. No token surprises.
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 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
T-FLUX ULTRA — SECURE. PRIVATE. COMPOUNDING. YOUR AI. YOUR ADVANTAGE. Your data never leaves. Your intelligence never stops growing. 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 Cost Higher Utilisation Measurable ROI Sustainable Advantage
