AI cost benchmark lab

    How much AI are you paying for that shouldn't be AI?

    Compare model consumption with a governed DataInbox design. Every number is traceable to a model price, an editable workload assumption and, once runs begin, measured evidence.
    • Current provider price snapshots
    • Normalised by Inbox type
    • Cost per successful outcome
    • Transparent assumptions
    Modelled estimates only · measured DataInbox runs: 0

    Evidence before claims

    One benchmark contract for every Inbox.

    We compare the same business outcome, quality threshold and failure definition. Token reduction only counts when the outcome still succeeds and the required evidence remains available.

    1. 01

      Fix the outcome

      Define success, quality and the allowed human or system escalation.

    2. 02

      Meter the baseline

      Capture every call, token, tool, retry, latency and successful completion.

    3. 03

      Box deterministic work

      Move known state, policy, routing and validation out of the model.

    4. 04

      Run the same workload

      Publish cost per successful outcome with the full run configuration.

    Normalised run designs

    One workload shape per Inbox type.

    Each card models 10,000 successful outcomes per month using GPT-5.6 Terra. Reduction shares are test hypotheses, not product claims. Select a model to see why model choice matters.

    Hypothesis · 0 runs

    Customer Inbox

    Resolve an order or service question

    Identity, consent and current order state are resolved before AI writes or interprets an answer.

    4

    AI steps

    9K

    Input / step

    55%

    Test share

    Modelled monthly net

    €114

    Hypothesis · 0 runs

    Workflow Inbox

    Progress a repeatable approval workflow

    Known routing, state transitions and validations move to rules; AI remains available for exceptions.

    8

    AI steps

    14K

    Input / step

    82%

    Test share

    Modelled monthly net

    €1,490

    Hypothesis · 0 runs

    Content Inbox

    Answer from governed business knowledge

    Current, audience-specific knowledge is selected before the model receives only the relevant context.

    3

    AI steps

    18K

    Input / step

    45%

    Test share

    Modelled monthly net

    €129

    Hypothesis · 0 runs

    Agent Inbox

    Complete a bounded multi-step agent task

    The agent reasons where needed while policy, state, termination and permitted actions remain deterministic.

    10

    AI steps

    20K

    Input / step

    65%

    Test share

    Modelled monthly net

    €2,721

    Avoidable AI cost calculator

    Change every assumption. See every consequence.

    This is an inference-cost estimate, not a guaranteed ROI. Implementation, external tools, storage, people and failure impact are intentionally excluded.

    Workflow Inbox

    Progress a repeatable approval workflow

    GPT-5.6 Terra

    Current AI estimate

    €2,177

    $2,546.43 at ECB reference rate

    With DataInbox

    €687

    AI €392 + Small Business €295

    Current AI€2,177
    Remaining AI + DataInbox€687
    Modelled net impact

    €1,490 / month

    €17,878 per year · 68% lower combined runtime cost.

    The monthly license is covered after approximately 5.0 days of avoided AI consumption.

    1.3B

    Current tokens

    231.4M

    Remaining tokens

    50K

    Business messages

    Team subscription comparison

    Translate seats into a business number.

    Only reduce seats that no longer require a personal AI workspace after the workflow is governed. This is a scenario, not an automatic DataInbox saving.

    Seat list price

    €17 / user

    $20 · annual billing · minimum 2 seats.

    Current seat cost

    €855 / month

    50 paid accounts at the verified list price.

    Scenario after redesign

    €171 / month

    10 personal AI accounts retained.

    Combined opportunity

    €2,174 / month

    Seat difference €684 plus modelled runtime impact €1,490.

    Verify provider seat price

    Compare your real workload

    Turn this estimate into an evidence-based comparison.

    Send us the current calculator settings. We will help define a like-for-like test with successful outcomes, quality and retries measured, not just token volume.

    The selected assumptions and result are included with your request. No newsletter signup.

    Price basis

    USD / 1M

    Provider list prices verified 2026-08-23.

    FX basis

    €1 = $1.1699

    ECB reference rate from 2026-08-21; informational, not transactional.

    Run status

    0 measured

    All Inbox reduction shares remain hypotheses until repeated runs complete.

    Primary KPI

    €/outcome

    Cost only counts when the defined business outcome succeeds.

    Sources and boundaries

    Transparent enough to challenge.

    Provider prices can change without notice. Before any public benchmark or customer calculation, the snapshot must be re-verified and the full run record preserved.

    Price sources

    OpenAI API pricing, Anthropic pricing, and Gemini API pricing. The calculator uses standard text-token rates only; tool, grounding, regional, priority and storage fees are excluded.

    Exchange-rate source

    ECB euro reference rates. The reference rate is informational and remains editable in the versioned data model.

    Why the test matters

    Agentic token-consumption research reports large run-to-run variation, while the AWS Agentic AI Lens recommends rule-based routing where model reasoning is unnecessary. These sources motivate the benchmark; they do not prove a DataInbox reduction.