SIMPLIFYAITOOLS · ONE MESSAGE, ONE DECISION

Jev vs OpenAI

Measured API run

Task: route the same customer message to Billing, Technical Support or Sales.

ProviderConfigured modelAccuracyMedian timeEst. USD / 1,000 decisionsSuccessful / attemptedCost coverage
jevjev-1.13.0100.0% (60/60)326.42 ms0.01789460/6060/60
openaigpt-4.1-mini-2025-04-14100.0% (60/60)814.80 ms0.08674060/6060/60

Cost explained — all amounts in USD

Input cost includes any reported cached input at its configured rate. Output tokens can be reported even when their price is zero: Jev output is free at the saved rate. OpenAI input and output are charged separately.

ProviderInput cost for this runOutput cost for this runTotal cost for this runMean cost per requestProjected cost per 1,000 requestsKnown cost / attempted
jev$0.001073646$0.000000000$0.001073646$0.000017894$0.01789410060/60
openai$0.004594800$0.000609600$0.005204400$0.000086740$0.08674000060/60

Rates used: USD per 1 million tokens
ProviderInput rateCached input rateOutput rateRate checked
jev0.042Not configuredFREE ($0)2026-09-27
openai0.40.11.62026-09-27

Cost = (uncached input tokens × input rate + cached input tokens × cached rate + output tokens × output rate) / 1,000,000. Rates come from this run's manifest, not today's configuration. Estimates are not invoices.

Time: median response time for successful requests, in milliseconds (1,000 ms = 1 second). This includes network and SDK processing, not just model computation. Failures are counted separately above.

Same messages, side by side

Answers are shown in repeat order. Time is the median of successful repeats; cost is the mean per request when every repeat has known cost.

CaseCustomer messageExpectedJev answersJev median msJev USD / requestOpenAI answersOpenAI median msOpenAI USD / request
C01My card was charged twice for the same subscription. Please investigate the duplicate charge.billingbilling / billing / billing322.620.00001785billing / billing / billing813.320.00008600
C02The dashboard shows a blank screen whenever I sign in. Please fix it.technical_supporttechnical_support / technical_support / technical_support315.880.00001781technical_support / technical_support / technical_support829.810.00008720
C03We are considering your product for a team of 30. Can you arrange a demo?salessales / sales / sales367.290.00001798sales / sales / sales748.570.00008680
C04Please send a copy of the invoice for my payment last month.billingbilling / billing / billing310.290.00001772billing / billing / billing1141.400.00008480
C05The password reset link says it has expired, even when I open it immediately.technical_supporttechnical_support / technical_support / technical_support325.720.00001785technical_support / technical_support / technical_support779.110.00008760
C06Which plan should I buy if I need access for ten employees?salessales / sales / sales314.560.00001772sales / sales / sales890.430.00008480
C07I cancelled yesterday but was billed again today. Please refund that charge.billingbilling / billing / billing329.300.00001777billing / billing / billing866.920.00008520
C08Your integration returns error 500 every time it tries to sync a contact.technical_supporttechnical_support / technical_support / technical_support321.630.00001789technical_support / technical_support / technical_support882.470.00008720
C09Can you give us a quote for 100 new seats?salessales / sales / sales336.340.00001777sales / sales / sales774.450.00008440
C10Please cancel my paid subscription at the end of the current billing period.billingbilling / billing / billing307.990.00001777billing / billing / billing801.700.00008520
C11Exporting my report produces an empty file. I need help fixing the export.technical_supporttechnical_support / technical_support / technical_support341.220.00001789technical_support / technical_support / technical_support848.250.00008760
C12Before purchasing, I want to know whether your enterprise plan includes onboarding.salessales / sales / sales340.690.00001789sales / sales / sales791.180.00008520
C13I received a receipt for $80 but my agreed subscription price was $40. Please correct the amount.billingbilling / billing / billing370.480.00001814billing / billing / billing853.850.00008800
C14I can log in on desktop, but the mobile app crashes as soon as I open it.technical_supporttechnical_support / technical_support / technical_support331.090.00001798technical_support / technical_support / technical_support813.850.00008880
C15We have not purchased yet. Do you offer annual contracts or volume discounts?salessales / sales / sales321.510.00001781sales / sales / sales742.880.00008560
C16The app problem is already resolved. I only need a refund for the duplicate payment.billingbilling / billing / billing307.610.00001789billing / billing / billing774.970.00008640
C17The invoice amount is correct, but clicking Download Invoice crashes the page. Please fix that button.technical_supporttechnical_support / technical_support / technical_support319.380.00001798technical_support / technical_support / technical_support815.750.00008880
C18Our payment method works fine. We want to purchase 20 additional seats; please send a quote.salessales / sales / sales328.720.00001806sales / sales / sales1036.340.00008760
C19I do not need a demo. I need someone to explain an unfamiliar charge on my existing account.billingbilling / billing / billing339.850.00001802billing / billing / billing901.680.00008760
C20Sales already helped us choose a plan. Now our API requests fail with an authentication error despite a valid key.technical_supporttechnical_support / technical_support / technical_support339.940.00001810technical_support / technical_support / technical_support767.990.00009000

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