Cognocient Blog
AI Cost Intelligence
Practical writing on controlling AI spend, attributing LLM costs, and making your AI budget work harder — new posts every Monday, Wednesday, and Friday.
AI Cost Governance: Building a Policy That Sticks
Most finance teams struggle to implement effective AI cost governance, resulting in an average of $12,000 in unplanned AI spend per month. This lack of governance leads to wasted resources, misallocated budgets, and a significant increase in AI-related costs. For instance, a company using Large…
Presenting AI Costs to the Board: A Template That Works
Presenting AI costs to the board is a daunting task, especially when the numbers are unclear and the ROI is uncertain. A typical board meeting may involve a CFO trying to justify a $100,000 monthly AI spend, only to be met with skepticism and concerns about the lack of transparency. The board wants…
AI Budget Planning for 2026: A Finance Team Playbook
Most finance teams struggled to set accurate AI budgets in 2025, resulting in an average of $15,000 in unexpected costs per quarter. This was largely due to the lack of visibility into AI spend, making it difficult to forecast costs and plan accordingly. The primary challenge was that AI costs are…
FOCUS for AI: Exporting LLM Costs to Your FinOps Platform
The FOCUS standard for AI cost management has become a crucial aspect of financial operations (FinOps) for companies relying on Large Language Models (LLMs). Without a standardized framework, tracking and attributing LLM costs to specific features, departments, or projects can be a daunting task…
The AI Efficiency Score: One KPI to Rule Your AI Budget
Most finance teams struggle to understand the true impact of their AI spend, with a staggering $10,000 per month being a common budget for Large Language Model (LLM) costs. This lack of visibility is exacerbated by the fact that AI spend alone tells the board nothing useful, as it does not account…
AI ROI for Finance Teams: Turning Spend into Business Outcomes
Most finance teams struggle to understand the true cost of their Large Language Model (LLM) investments, with a staggering $15,000 per month spent on average without clear visibility into the return on investment (ROI). This lack of transparency leads to difficult conversations with the board, as…
AI Chargeback: How to Allocate LLM Costs to Business Units
Most finance teams struggle to allocate Large Language Model (LLM) costs to the right business units, resulting in a lack of accountability and a blurred understanding of which departments are driving AI spend. This problem is exacerbated by the fact that LLM providers, such as OpenAI, charge by…
The CFO's Guide to AI Spend: From Invoice to Intelligence
Most CFOs receive a single monthly invoice for their company's AI spend, which can range from $2,000 to $50,000 or more, depending on the size of the organization and its AI usage. However, this one-size-fits-all invoice provides little to no insight into how the money is being spent, making it…
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