of enterprises exceed their initial AI cost projections
T-FLUX ULTRA
Predictable. Private. AI.
TFLUX Ultra is an AI orchestration platform that gives you secure, multi-model enterprise control over your data
THE ECONOMIC PROBLEM
The Hidden Cost of Enterprise AI
The real cost isn't tokens — it's inefficient AI engineering.
of enterprise AI compute is inference — where recurring run-cost sits
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.
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.
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
1More documents and data ingested from internal sources.
REFINE
2Workflows optimised and processes improved.
EMBED
3Domain rules, policies and knowledge embedded.
EVOLVE
4LLMs 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 PROVIDERSAI 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
Predictable Costs. Measurable Value. Enterprise Scale.