Scores model makers advertise
- Coding score92
- Math score88
- Quiz accuracy95%
Every company sees the same scores.They don't reflect your users or your features.
See how your own users respond with ABTO
AI recommendationsCompare
Option A
OriginCurrent
gpt-6.1-sol
Option B
Sonnet 5.5
claude-sonnet-5-5
Option C
Gemini 3.8
gemini-3.8-flash
Origin
Sonnet 5.5
Gemini 3.8
Out of 40 models, find the one that fits your product
New AI models ship every week,and I can't tell which one fits our product.
I'd like to move to a cheaper AI model,but I'm afraid revenue will drop.
We changed our prompt,but I can't tell if it was the right call.
Every company sees the same scores.They don't reflect your users or your features.
What your users actually bought and how long they stayed.Find the model that actually drove results.
Record the actions you count as success, like purchases and return visits.
Split users so each group gets a different model or prompt.
Compare conversion and AI cost for each model on the dashboard.
1. Collect user actions
First, decide what
counts as success
Add one SDK line where a purchase or sign-up happens.Those records are what you compare models on.
2. Split your users
Split your users and
let each group try a different AI
Just point your model calls at the ABTO gateway.Send part of your traffic to the models you want to test.
3. Compare by model
See which AI fits best
by real results
See results and cost for each model at a glance.When results are close, you have a reason to move to the cheaper model.
Add one line of code
Every purchase is recorded as an event
1. Collect user actions
Add one SDK line where a purchase or sign-up happens.Those records are what you compare models on.
Set each model's share of users
Users assigned by that ratio
2. Split your users
Just point your model calls at the ABTO gateway.Send part of your traffic to the models you want to test.
Each purchase tagged with the model that answered
Compare conversion and cost per model
3. Compare by model
See results and cost for each model at a glance.When results are close, you have a reason to move to the cheaper model.
Works in Claude Code and Codex.The agent handles everything from the code change to confirming the first request.
Changes seen firsthand by services that adopted ABTO early
AI grading for Korean university essay exams
They made reasoning lighter and explanations more concise.
Costs fell by 41%, while the payment rate rose by 18%.
Model costs
41%lower
Payment rate
18%higher
AI cover letter and resume feedback platform
It applied different model settings to drafting and editing.
Costs fell 28%, while the return visit rate rose 12%.
Model costs
28%lower
Return visit rate
12%higher
Try it on your own product
No payment method needed. Set it up in 5 minutes.
Start for freeRead about ABTO, the AI performance analytics tool, in the press. Excerpts translated from Korean.
NewsTap
ABTO closes this gap by measuring how real users of a service respond.Read article (Korean)
IT Times
It checks whether revenue or user response improved as much as the added cost, and if a lower cost model gets similar results, teams can consider switching.Read article (Korean)
MoneyToday
They say the service can show, for each feature, which model generated more revenue for the same cost.Read article (Korean)
Platum
When results are the same, teams can gradually shift more traffic to the cheaper model. If the existing model performs better, that difference justifies keeping the current cost.Read article (Korean)
DataNet
Unjustified increases in AI costs eventually reach users through higher service prices.Read article (Korean)
StartupN
ABTO focuses on the economic value an AI model creates in a real service rather than its absolute performance.Read article (Korean)
beSUCCESS
The service lets teams apply a new model to 10% of users first.Read article (Korean)
ABTO is an AI performance analytics tool. It shows how actual behavior, such as purchases and return visits, changes when you switch LLMs or prompts, alongside AI call costs, by giving the new option to a share of users of the same AI feature first.When results are the same, you can move traffic to the cheaper model to reduce LLM costs.
You can call and compare models from OpenAI, Anthropic, Gemini, DeepSeek and Kimi the same way.Set up to five variants and choose what share of users each one gets.
No. Point the OpenAI SDK you already use at the ABTO gateway and add a few headers to each call.ABTO also provides server SDKs for Node.js, Python and Java/Kotlin, plus SDKs for browser JavaScript, Android, iOS and Flutter.
Your existing provider contracts and API keys remain unchanged.API keys are passed with each request but are not stored in the gateway's call records.
No. A new variant is saved at 0%. We recommend assigning 10% of users to it first, checking the results, then increasing that share.When you send a device ID, each user keeps the same variant until you change the split, and you can roll back in seconds if something goes wrong.
Yes. The Free plan lets you make up to 30,000 AI calls over 30 days without registering a payment method.Going over the limit does not affect your connected service.
We'll tailor a plan to your company size and traffic.Leave your email. We respond in the order inquiries arrive.
Want to start right away? Start for free
Contact contact@abto.app