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The Agentic AI Cost Index

Version 1.0 · 78 business processes × 19 models = 1,482 modelled outcomes · list prices as of 18 Jul 2026

Across every process and model in this index, model choice explains 89.4% of the variation in cost per outcome. The process being automated explains just 10.6%. Put plainly: which model you run matters roughly 8 times more to your bill than which workflow you point it at.

$0.2580Median cost per outcome, all 1,482 cells
69×Between the cheapest and dearest model median
21×Median agentic multiplier vs one chat turn
2.2×Spread across all 16 business categories

Middle 50% of outcomes fall between $0.0803 and $0.4650; the 10th to 90th percentile band runs $0.0420 to $0.8640.

Cost per outcome, by model

Each dot is the median across all 78 processes. Each bar covers the middle 50%. The axis is logarithmic because the range demands it: GPT-4o mini at $0.0227 and Claude Fable 5 at $1.58 are the same unit of work.

$0.005 $0.01 $0.05 $0.1 $0.5 $1 $5 MODEL GPT-4o mini $0.0227 Llama 4 Maverick $0.0395 Gemini 2.5 Flash $0.0533 GPT-4.1 mini $0.0606 DeepSeek V4 $0.0607 Kimi K2.6 $0.1451 Claude Haiku 4.5 $0.1575 Grok 4.3 $0.1744 Gemini 2.5 Pro $0.2194 Mistral Large 3 $0.2910 GPT-4.1 $0.3030 Claude Sonnet 5 $0.3150 GPT-4o $0.3787 GPT-5.4 $0.4088 Claude Sonnet 4.6 $0.4725 Kimi K3 $0.4725 Claude Opus 4.8 $0.7875 GPT-5.5 $0.8175 Claude Fable 5 $1.58 Dot = median across 78 workflows. Bar = middle 50% (p25 to p75). Log scale.
ModelTierIn $/1MOut $/1MMedianp25p75
GPT-4o miniEfficient0.150.6$0.0227$0.0197$0.0276
Llama 4 MaverickBalanced0.270.85$0.0395$0.0341$0.0480
Gemini 2.5 FlashEfficient0.32.5$0.0533$0.0473$0.0646
GPT-4.1 miniEfficient0.41.6$0.0606$0.0526$0.0736
DeepSeek V4Balanced0.4350.87$0.0607$0.0520$0.0738
Kimi K2.6Balanced0.954$0.1451$0.1261$0.1762
Claude Haiku 4.5Efficient15$0.1575$0.1375$0.1912
Grok 4.3Frontier1.252.5$0.1744$0.1494$0.2120
Gemini 2.5 ProFrontier1.2510$0.2194$0.1944$0.2660
Mistral Large 3Frontier26$0.2910$0.2510$0.3536
GPT-4.1Frontier28$0.3030$0.2630$0.3680
Claude Sonnet 5Balanced210$0.3150$0.2750$0.3824
GPT-4oBalanced2.510$0.3787$0.3288$0.4600
GPT-5.4Frontier2.515$0.4088$0.3588$0.4960
Claude Sonnet 4.6Balanced315$0.4725$0.4125$0.5736
Kimi K3Frontier315$0.4725$0.4125$0.5736
Claude Opus 4.8Frontier525$0.7875$0.6875$0.9560
GPT-5.5Frontier530$0.8175$0.7175$0.9920
Claude Fable 5Efficient1050$1.58$1.38$1.91

Why the category barely matters

Rows shift dramatically. Columns barely move. Every category lands within a 2.2× band of every other, from Software Engineering / DevOps at $0.3930 down to Supply Chain & Logistics at $0.1800. That is the same finding as the headline, seen from above: the lever is the model, not the department.

Software Engineering Customer Support IT Security / SecOps HR Procurement ITSM Legal & Compliance Insurance Healthcare Admin Data & Analytics Sales Finance Banking Operations Marketing Supply Chain & Logis GPT-4o mini GPT-4o mini / Software Engineering / DevOps: $0.0334 GPT-4o mini / Customer Support: $0.0291 GPT-4o mini / IT Security / SecOps: $0.0358 GPT-4o mini / HR: $0.0216 GPT-4o mini / Procurement: $0.0250 GPT-4o mini / ITSM: $0.0216 GPT-4o mini / Legal & Compliance: $0.0201 GPT-4o mini / Insurance: $0.0220 GPT-4o mini / Healthcare Admin: $0.0191 GPT-4o mini / Data & Analytics: $0.0212 GPT-4o mini / Sales: $0.0234 GPT-4o mini / Finance: $0.0220 GPT-4o mini / Banking: $0.0220 GPT-4o mini / Operations: $0.0141 GPT-4o mini / Marketing: $0.0231 GPT-4o mini / Supply Chain & Logistics: $0.0220 Llama 4 Maverick Llama 4 Maverick / Software Engineering / DevOps: $0.0583 Llama 4 Maverick / Customer Support: $0.0507 Llama 4 Maverick / IT Security / SecOps: $0.0626 Llama 4 Maverick / HR: $0.0375 Llama 4 Maverick / Procurement: $0.0433 Llama 4 Maverick / ITSM: $0.0373 Llama 4 Maverick / Legal & Compliance: $0.0348 Llama 4 Maverick / Insurance: $0.0382 Llama 4 Maverick / Healthcare Admin: $0.0332 Llama 4 Maverick / Data & Analytics: $0.0368 Llama 4 Maverick / Sales: $0.0407 Llama 4 Maverick / Finance: $0.0382 Llama 4 Maverick / Banking: $0.0382 Llama 4 Maverick / Operations: $0.0242 Llama 4 Maverick / Marketing: $0.0402 Llama 4 Maverick / Supply Chain & Logistics: $0.0382 Gemini 2.5 Flash Gemini 2.5 Flash / Software Engineering / DevOps: $0.0769 Gemini 2.5 Flash / Customer Support: $0.0676 Gemini 2.5 Flash / IT Security / SecOps: $0.0826 Gemini 2.5 Flash / HR: $0.0510 Gemini 2.5 Flash / Procurement: $0.0593 Gemini 2.5 Flash / ITSM: $0.0517 Gemini 2.5 Flash / Legal & Compliance: $0.0480 Gemini 2.5 Flash / Insurance: $0.0518 Gemini 2.5 Flash / Healthcare Admin: $0.0452 Gemini 2.5 Flash / Data & Analytics: $0.0503 Gemini 2.5 Flash / Sales: $0.0554 Gemini 2.5 Flash / Finance: $0.0518 Gemini 2.5 Flash / Banking: $0.0518 Gemini 2.5 Flash / Operations: $0.0344 Gemini 2.5 Flash / Marketing: $0.0540 Gemini 2.5 Flash / Supply Chain & Logistics: $0.0518 GPT-4.1 mini GPT-4.1 mini / Software Engineering / DevOps: $0.0890 GPT-4.1 mini / Customer Support: $0.0776 GPT-4.1 mini / IT Security / SecOps: $0.0956 GPT-4.1 mini / HR: $0.0576 GPT-4.1 mini / Procurement: $0.0666 GPT-4.1 mini / ITSM: $0.0575 GPT-4.1 mini / Legal & Compliance: $0.0536 GPT-4.1 mini / Insurance: $0.0586 GPT-4.1 mini / Healthcare Admin: $0.0510 GPT-4.1 mini / Data & Analytics: $0.0566 GPT-4.1 mini / Sales: $0.0625 GPT-4.1 mini / Finance: $0.0586 GPT-4.1 mini / Banking: $0.0586 GPT-4.1 mini / Operations: $0.0376 GPT-4.1 mini / Marketing: $0.0616 GPT-4.1 mini / Supply Chain & Logistics: $0.0586 DeepSeek V4 DeepSeek V4 / Software Engineering / DevOps: $0.0900 DeepSeek V4 / Customer Support: $0.0781 DeepSeek V4 / IT Security / SecOps: $0.0966 DeepSeek V4 / HR: $0.0574 DeepSeek V4 / Procurement: $0.0662 DeepSeek V4 / ITSM: $0.0568 DeepSeek V4 / Legal & Compliance: $0.0531 DeepSeek V4 / Insurance: $0.0585 DeepSeek V4 / Healthcare Admin: $0.0507 DeepSeek V4 / Data & Analytics: $0.0563 DeepSeek V4 / Sales: $0.0622 DeepSeek V4 / Finance: $0.0585 DeepSeek V4 / Banking: $0.0585 DeepSeek V4 / Operations: $0.0367 DeepSeek V4 / Marketing: $0.0618 DeepSeek V4 / Supply Chain & Logistics: $0.0585 Kimi K2.6 Kimi K2.6 / Software Engineering / DevOps: $0.2128 Kimi K2.6 / Customer Support: $0.1857 Kimi K2.6 / IT Security / SecOps: $0.2286 Kimi K2.6 / HR: $0.1380 Kimi K2.6 / Procurement: $0.1596 Kimi K2.6 / ITSM: $0.1378 Kimi K2.6 / Legal & Compliance: $0.1285 Kimi K2.6 / Insurance: $0.1404 Kimi K2.6 / Healthcare Admin: $0.1221 Kimi K2.6 / Data & Analytics: $0.1356 Kimi K2.6 / Sales: $0.1497 Kimi K2.6 / Finance: $0.1404 Kimi K2.6 / Banking: $0.1404 Kimi K2.6 / Operations: $0.0902 Kimi K2.6 / Marketing: $0.1475 Kimi K2.6 / Supply Chain & Logistics: $0.1404 Claude Haiku 4.5 Claude Haiku 4.5 / Software Engineering / DevOps: $0.2302 Claude Haiku 4.5 / Customer Support: $0.2012 Claude Haiku 4.5 / IT Security / SecOps: $0.2473 Claude Haiku 4.5 / HR: $0.1500 Claude Haiku 4.5 / Procurement: $0.1737 Claude Haiku 4.5 / ITSM: $0.1503 Claude Haiku 4.5 / Legal & Compliance: $0.1400 Claude Haiku 4.5 / Insurance: $0.1525 Claude Haiku 4.5 / Healthcare Admin: $0.1328 Claude Haiku 4.5 / Data & Analytics: $0.1475 Claude Haiku 4.5 / Sales: $0.1628 Claude Haiku 4.5 / Finance: $0.1525 Claude Haiku 4.5 / Banking: $0.1525 Claude Haiku 4.5 / Operations: $0.0987 Claude Haiku 4.5 / Marketing: $0.1600 Claude Haiku 4.5 / Supply Chain & Logistics: $0.1525 Grok 4.3 Grok 4.3 / Software Engineering / DevOps: $0.2585 Grok 4.3 / Customer Support: $0.2245 Grok 4.3 / IT Security / SecOps: $0.2776 Grok 4.3 / HR: $0.1650 Grok 4.3 / Procurement: $0.1901 Grok 4.3 / ITSM: $0.1631 Grok 4.3 / Legal & Compliance: $0.1525 Grok 4.3 / Insurance: $0.1681 Grok 4.3 / Healthcare Admin: $0.1458 Grok 4.3 / Data & Analytics: $0.1619 Grok 4.3 / Sales: $0.1788 Grok 4.3 / Finance: $0.1681 Grok 4.3 / Banking: $0.1681 Grok 4.3 / Operations: $0.1054 Grok 4.3 / Marketing: $0.1775 Grok 4.3 / Supply Chain & Logistics: $0.1681 Gemini 2.5 Pro Gemini 2.5 Pro / Software Engineering / DevOps: $0.3170 Gemini 2.5 Pro / Customer Support: $0.2785 Gemini 2.5 Pro / IT Security / SecOps: $0.3406 Gemini 2.5 Pro / HR: $0.2100 Gemini 2.5 Pro / Procurement: $0.2441 Gemini 2.5 Pro / ITSM: $0.2126 Gemini 2.5 Pro / Legal & Compliance: $0.1975 Gemini 2.5 Pro / Insurance: $0.2131 Gemini 2.5 Pro / Healthcare Admin: $0.1863 Gemini 2.5 Pro / Data & Analytics: $0.2069 Gemini 2.5 Pro / Sales: $0.2283 Gemini 2.5 Pro / Finance: $0.2131 Gemini 2.5 Pro / Banking: $0.2131 Gemini 2.5 Pro / Operations: $0.1414 Gemini 2.5 Pro / Marketing: $0.2225 Gemini 2.5 Pro / Supply Chain & Logistics: $0.2131 Mistral Large 3 Mistral Large 3 / Software Engineering / DevOps: $0.4292 Mistral Large 3 / Customer Support: $0.3736 Mistral Large 3 / IT Security / SecOps: $0.4610 Mistral Large 3 / HR: $0.2760 Mistral Large 3 / Procurement: $0.3186 Mistral Large 3 / ITSM: $0.2742 Mistral Large 3 / Legal & Compliance: $0.2560 Mistral Large 3 / Insurance: $0.2810 Mistral Large 3 / Healthcare Admin: $0.2440 Mistral Large 3 / Data & Analytics: $0.2710 Mistral Large 3 / Sales: $0.2992 Mistral Large 3 / Finance: $0.2810 Mistral Large 3 / Banking: $0.2810 Mistral Large 3 / Operations: $0.1782 Mistral Large 3 / Marketing: $0.2960 Mistral Large 3 / Supply Chain & Logistics: $0.2810 GPT-4.1 GPT-4.1 / Software Engineering / DevOps: $0.4448 GPT-4.1 / Customer Support: $0.3880 GPT-4.1 / IT Security / SecOps: $0.4778 GPT-4.1 / HR: $0.2880 GPT-4.1 / Procurement: $0.3330 GPT-4.1 / ITSM: $0.2874 GPT-4.1 / Legal & Compliance: $0.2680 GPT-4.1 / Insurance: $0.2930 GPT-4.1 / Healthcare Admin: $0.2548 GPT-4.1 / Data & Analytics: $0.2830 GPT-4.1 / Sales: $0.3124 GPT-4.1 / Finance: $0.2930 GPT-4.1 / Banking: $0.2930 GPT-4.1 / Operations: $0.1878 GPT-4.1 / Marketing: $0.3080 GPT-4.1 / Supply Chain & Logistics: $0.2930 Claude Sonnet 5 Claude Sonnet 5 / Software Engineering / DevOps: $0.4604 Claude Sonnet 5 / Customer Support: $0.4024 Claude Sonnet 5 / IT Security / SecOps: $0.4946 Claude Sonnet 5 / HR: $0.3000 Claude Sonnet 5 / Procurement: $0.3474 Claude Sonnet 5 / ITSM: $0.3006 Claude Sonnet 5 / Legal & Compliance: $0.2800 Claude Sonnet 5 / Insurance: $0.3050 Claude Sonnet 5 / Healthcare Admin: $0.2656 Claude Sonnet 5 / Data & Analytics: $0.2950 Claude Sonnet 5 / Sales: $0.3256 Claude Sonnet 5 / Finance: $0.3050 Claude Sonnet 5 / Banking: $0.3050 Claude Sonnet 5 / Operations: $0.1974 Claude Sonnet 5 / Marketing: $0.3200 Claude Sonnet 5 / Supply Chain & Logistics: $0.3050 GPT-4o GPT-4o / Software Engineering / DevOps: $0.5560 GPT-4o / Customer Support: $0.4850 GPT-4o / IT Security / SecOps: $0.5973 GPT-4o / HR: $0.3600 GPT-4o / Procurement: $0.4163 GPT-4o / ITSM: $0.3593 GPT-4o / Legal & Compliance: $0.3350 GPT-4o / Insurance: $0.3663 GPT-4o / Healthcare Admin: $0.3185 GPT-4o / Data & Analytics: $0.3538 GPT-4o / Sales: $0.3905 GPT-4o / Finance: $0.3663 GPT-4o / Banking: $0.3663 GPT-4o / Operations: $0.2348 GPT-4o / Marketing: $0.3850 GPT-4o / Supply Chain & Logistics: $0.3663 GPT-5.4 GPT-5.4 / Software Engineering / DevOps: $0.5950 GPT-5.4 / Customer Support: $0.5210 GPT-5.4 / IT Security / SecOps: $0.6393 GPT-5.4 / HR: $0.3900 GPT-5.4 / Procurement: $0.4522 GPT-5.4 / ITSM: $0.3923 GPT-5.4 / Legal & Compliance: $0.3650 GPT-5.4 / Insurance: $0.3962 GPT-5.4 / Healthcare Admin: $0.3455 GPT-5.4 / Data & Analytics: $0.3838 GPT-5.4 / Sales: $0.4235 GPT-5.4 / Finance: $0.3962 GPT-5.4 / Banking: $0.3962 GPT-5.4 / Operations: $0.2587 GPT-5.4 / Marketing: $0.4150 GPT-5.4 / Supply Chain & Logistics: $0.3962 Claude Sonnet 4.6 Claude Sonnet 4.6 / Software Engineering / DevOps: $0.6906 Claude Sonnet 4.6 / Customer Support: $0.6036 Claude Sonnet 4.6 / IT Security / SecOps: $0.7419 Claude Sonnet 4.6 / HR: $0.4500 Claude Sonnet 4.6 / Procurement: $0.5211 Claude Sonnet 4.6 / ITSM: $0.4509 Claude Sonnet 4.6 / Legal & Compliance: $0.4200 Claude Sonnet 4.6 / Insurance: $0.4575 Claude Sonnet 4.6 / Healthcare Admin: $0.3984 Claude Sonnet 4.6 / Data & Analytics: $0.4425 Claude Sonnet 4.6 / Sales: $0.4884 Claude Sonnet 4.6 / Finance: $0.4575 Claude Sonnet 4.6 / Banking: $0.4575 Claude Sonnet 4.6 / Operations: $0.2961 Claude Sonnet 4.6 / Marketing: $0.4800 Claude Sonnet 4.6 / Supply Chain & Logistics: $0.4575 Kimi K3 Kimi K3 / Software Engineering / DevOps: $0.6906 Kimi K3 / Customer Support: $0.6036 Kimi K3 / IT Security / SecOps: $0.7419 Kimi K3 / HR: $0.4500 Kimi K3 / Procurement: $0.5211 Kimi K3 / ITSM: $0.4509 Kimi K3 / Legal & Compliance: $0.4200 Kimi K3 / Insurance: $0.4575 Kimi K3 / Healthcare Admin: $0.3984 Kimi K3 / Data & Analytics: $0.4425 Kimi K3 / Sales: $0.4884 Kimi K3 / Finance: $0.4575 Kimi K3 / Banking: $0.4575 Kimi K3 / Operations: $0.2961 Kimi K3 / Marketing: $0.4800 Kimi K3 / Supply Chain & Logistics: $0.4575 Claude Opus 4.8 Claude Opus 4.8 / Software Engineering / DevOps: $1.15 Claude Opus 4.8 / Customer Support: $1.01 Claude Opus 4.8 / IT Security / SecOps: $1.24 Claude Opus 4.8 / HR: $0.7500 Claude Opus 4.8 / Procurement: $0.8685 Claude Opus 4.8 / ITSM: $0.7515 Claude Opus 4.8 / Legal & Compliance: $0.7000 Claude Opus 4.8 / Insurance: $0.7625 Claude Opus 4.8 / Healthcare Admin: $0.6640 Claude Opus 4.8 / Data & Analytics: $0.7375 Claude Opus 4.8 / Sales: $0.8140 Claude Opus 4.8 / Finance: $0.7625 Claude Opus 4.8 / Banking: $0.7625 Claude Opus 4.8 / Operations: $0.4935 Claude Opus 4.8 / Marketing: $0.8000 Claude Opus 4.8 / Supply Chain & Logistics: $0.7625 GPT-5.5 GPT-5.5 / Software Engineering / DevOps: $1.19 GPT-5.5 / Customer Support: $1.04 GPT-5.5 / IT Security / SecOps: $1.28 GPT-5.5 / HR: $0.7800 GPT-5.5 / Procurement: $0.9045 GPT-5.5 / ITSM: $0.7845 GPT-5.5 / Legal & Compliance: $0.7300 GPT-5.5 / Insurance: $0.7925 GPT-5.5 / Healthcare Admin: $0.6910 GPT-5.5 / Data & Analytics: $0.7675 GPT-5.5 / Sales: $0.8470 GPT-5.5 / Finance: $0.7925 GPT-5.5 / Banking: $0.7925 GPT-5.5 / Operations: $0.5175 GPT-5.5 / Marketing: $0.8300 GPT-5.5 / Supply Chain & Logistics: $0.7925 Claude Fable 5 Claude Fable 5 / Software Engineering / DevOps: $2.30 Claude Fable 5 / Customer Support: $2.01 Claude Fable 5 / IT Security / SecOps: $2.47 Claude Fable 5 / HR: $1.50 Claude Fable 5 / Procurement: $1.74 Claude Fable 5 / ITSM: $1.50 Claude Fable 5 / Legal & Compliance: $1.40 Claude Fable 5 / Insurance: $1.53 Claude Fable 5 / Healthcare Admin: $1.33 Claude Fable 5 / Data & Analytics: $1.48 Claude Fable 5 / Sales: $1.63 Claude Fable 5 / Finance: $1.53 Claude Fable 5 / Banking: $1.53 Claude Fable 5 / Operations: $0.9870 Claude Fable 5 / Marketing: $1.60 Claude Fable 5 / Supply Chain & Logistics: $1.53

The agentic multiplier

One agent-produced outcome is not one model call. Across this index the median outcome costs 21× a single chat turn, with the middle 50% between 18× and 25×, and a maximum of 58×. Published commentary often quotes ranges reaching several hundred times. Those figures describe far heavier configurations than the defaults used here: raise planning loops, tool-result size, retrieval or sub-agents and the multiplier climbs quickly. The 21× figure is what this engine produces at the stated assumptions, and it is the number this index stands behind.

Estimate one process

The charts above are the whole distribution. To price a single process, pick one below. These are typical figures, the median across models in each class; for a specific model and your own assumptions, open the full estimator.

Method

Every cell is one full agent run of one process on one model, priced at published list rates as of 18 Jul 2026. The basket is fixed at 78 processes across 16 categories, modelled as step-level graphs where each step is typed by who does the work: AI agent, human assisted by AI, human only, or system. Only the AI-touching steps consume tokens. Cost is driven by context multiplied by calls, with the running context growing as the agent works.

Fixed assumptions for every cell in this version: base context 4000, prompt tokens/call 800, output tokens/call 600, planning loops 1, tool result tokens 2500, retrieval tokens 1500, sub-agents 1.

Central tendency is reported as the median, never the mean. The distribution is right-skewed, so a mean would be dragged upward by the expensive tail and would describe no real workload.

Two limits worth stating plainly. First, these are modelled estimates from a transparent cost engine, not metered production telemetry. They are built to be checked, not to be believed on authority: the assumptions are listed above and the full dataset is downloadable. Validate against your own traces before committing budget.

Second, the 89/11 split is partly a product of holding assumptions constant across every process. Workflows differ in step count and step type, but they share one assumption set. Tune assumptions per process and workflow variance would rise and the gap would narrow. The direction of the finding is robust, because model list prices genuinely span a 67× range on input alone, but the precise split is a property of this method.

Use the data

Download the full index as CSV · the underlying per-workflow report · run your own numbers in the estimator

CitationProcessRaven. The Agentic AI Cost Index, v1.0. 18 Jul 2026. https://processraven.tech/cost-index/

Free to cite and reproduce with attribution and a link. If you publish a figure from it, please include the version and the price date, because both move.

Index version 1.0. Generated 2026-07-18. Prices as of 18 Jul 2026. Figures are illustrative estimates, not a quote, forecast or financial advice.