Where AI cuts cost in enterprise workflows, where it does not, and how to tell the difference before you build. Every figure is cited to its source.
Strategy
Surveys and analyst forecasts agree that a large share of AI pilots are dropped before they run a real process. Here is what the evidence says about the causes, and what a pilot that ships looks like.
Strategy
CEO surveys, an MIT report and a Danish labour-market study point the same way: gains are easier to report than to prove. Here is how to set a baseline before you build.
Finance
Benchmarks put the cost of processing an invoice anywhere from $2.65 to $12.42. Here is what separates the two ends, and which parts of the gap software can and cannot close.
Customer service
One large study shows AI assistance lifting agent output, mostly for novices. The case for full replacement is weaker, and Klarna’s own change of course shows why.
Sales
Faster replies to web enquiries go with higher qualification rates, but the best-known studies are old, observational and partly vendor-run. Here is what holds up.
Operations
Field accuracy looks good on a slide. The share of invoices, claims and forms that pass with no human touch is what drives cost. How thresholds and exception queues decide it.
Finance
Zylo’s 2026 data puts unused SaaS licenses at 36% on average, with business units controlling most of the spend. Here is how usage data and renewal workflows cut it.
Finance
Seat, usage and outcome pricing shift risk in different directions. Here are the list prices we read on 11 October 2026, the costs they omit, and the clauses worth negotiating.
Technology
Gartner expects many AI projects without AI-ready data to be abandoned. Here is what the term means for a single workflow, and why starting small is the cheaper test.
Technology
Four failure modes from OWASP’s 2025 list, the controls that match them in OWASP and NIST guidance, and what IBM’s 2025 breach data says about the cost, ending in a go-live checklist.
Governance
High-risk deadlines moved to December 2027, but the bans, the AI literacy duty and the transparency rules already apply. A plain guide to the duties of companies that use AI in HR, credit and customer workflows.
People
Four studies, four different answers: faster writing, slower coding, worse judgement outside AI’s reach, and no visible effect on Danish pay. What that means for your rollout.
Take the free pre-audit: a short questionnaire that returns a first estimate of where AI could cut cost in your workflows. Prefer a scored report on one workflow? Start a Feasibility audit.
