Analysis by Gartner Peer Insights has discovered that 23% of tech leaders are spending $200 to $500 per developer per 30 days on tokens for synthetic intelligence (AI) coding brokers, comparable to Claude Code, Cursor and OpenAI Codex. With many organisations ramping up the usage of AI to enhance software program engineering workflows, Gartner believes they could discover their software program growth prices skyrocket, as AI instruments suppliers change to token-based pricing.
Gartner warns that the shift by AI coding agent suppliers from seat-based licensing to consumption-based pricing is introducing extremely variable price constructions for software program engineering workloads. It mentioned that many suppliers of AI coding brokers lack transparency into how token consumption is calculated and billed, limiting firms’ capability to precisely forecast and management prices.
With out clear visibility into token utilization throughout growth duties, organisations danger price range overruns and diminished capability to trace cost-to-value final result.
The IT analyst agency has forecast that by 2028, AI coding prices will overtake the typical developer’s wage resulting from rising large language model (LLM) token consumption and the shift to consumption-based licensing fashions.
Nitish Tyagi, affiliate principal analyst in Gartner’s software program engineering observe, mentioned: “I’m a giant believer that AI is bringing positive aspects. You shouldn’t transfer away from AI as a result of the whole prices are growing. However I consider that token prices will definitely improve.”
As AI instruments suppliers transfer to a consumption-based pricing mannequin, he mentioned IT leaders will see the price of software program growth improve tenfold, and even 100-fold. “Price will improve from $20 to $200, and even, in some circumstances, to $2,000 per 30 days,” he warned, which is greater than the typical wage of a software program developer primarily based in India.
Actually, Gartner’s analysis reveals that 6% of organisations are paying greater than $2,000 per developer per 30 days, primarily based on token pricing in AI instruments.
Tyagi advises IT management groups to justify the worth of paying giant month-to-month charges to help the usage of AI for inside software program growth. For example of the place prices may be justified, he mentioned at one Indian IT organisation, a developer’s AI utilization was costing the enterprise $20,000 primarily based on the quantity of tokens being consumed. However when the IT management staff appeared into the excessive price, it discovered that the developer was really engaged on a legacy modernisation mission, and the associated fee may subsequently be justified.
In its The best way to optimize token consumption for AI coding paper, Gartner urges software program engineering leaders to work with their groups to evaluate the maturity of their present software program engineering processes. The aim is to establish whether or not the organisation is prepared for autonomous agentic growth. After assessing present software program growth processes, Gartner recommends that software program engineering staff leaders ought to then establish how and the place builders are at the moment utilizing AI coding brokers.
The report authors mentioned the aim is to establish the use circumstances the place autonomous growth and premium fashions are important versus the place the price of utilizing them is just not justifiable.