Test AI models

// About us

We turned our own integration pain into a product

Test AI Models started inside Eterna Creative — a product studio helping clients ship LLM features. Now we're building in public for agent teams, agencies, and LLM product companies.

community

120+

engineers

registry

36

models available

benchmarks

490+

API calls in dataset

award

Best AI Use

Contra/Bubble award

// Our story

Built from real client work, not a pitch deck

We run Eterna Creative, a product studio. Clients kept asking us to integrate LLMs into their products - and every project started with the same question: which model is actually best for our use case?

To answer it, we had to integrate 3-4 providers, set up every API, buy credits for each, wire connections from the application, and extract outputs, costs, and speed back. That took 2-3 days per project - and we'd usually pick one model and delete all the other integrations. Wasted time, and that was only for a handful of models.

So we built Test AI Models for ourselves. We entered a Contra x Bubble competition, won Best Use of AI, and that gave us confidence we were onto something real.

We first aimed at everyone, then pivoted toward high-API-usage teams: agentic product teams and software companies integrating LLMs into client products. Now we're refining the product, building in public, and growing.

// Our mission

API bills shouldn't be a black box. We built Test AI Models so any team can paste a real prompt, see cost-per-inference across leading models, and decide on quality, speed, and cost with side-by-side data in 30 seconds.

// Values

Three principles we won't compromise

Data-first

Decisions from real runs

Synthetic benchmarks miss your workload. We test on your prompts with real API calls so cost projections match production.

Neutral

No provider bias

We integrate 36 models from every major provider. The winner is whichever model does your job at the lowest cost.

Fast

30 seconds to insight

No API keys to wire up for testing. Start with a daily free test and re-optimize whenever the model landscape shifts.

// Who we serve

Teams with real API volume

We focus on builders where model choice is a COGS decision. Inference is your COGS - most teams overpay on 60-80% of it because nobody tested the cheaper model on their actual prompts.

Software agencies

Ship AI features for clients and prove model choices with side-by-side cost data - not guesswork.

AI agent teams

Test multi-step agent workflows and find which hop can move to a cheaper model without breaking quality.

LLM product teams

Optimize high-volume production steps with real prompts, real latency, and real cost at scale.

// Your data

Your prompts stay private

We're a pass-through testing platform - not a data broker or model trainer.

  • Real API calls on your prompts - never cached or pre-computed for comparisons
  • We never train on or share your prompts
  • We use anonymised task type and results to improve community model rankings - toggle off anytime
  • Your exact prompts are never shown publicly - only aggregate signal
  • Delete individual tests or your full account at any time

// Vs alternatives

What you can't get anywhere else

One prevented integration mistake pays for itself many times over. Tracking tells you you're overpaying. We tell you exactly what to switch to - tested on your real prompt, quality verified, so the switch won't break anything.

Alternative approach
Test AI Models
Spend dashboards that only show which model you already overpaid on
Quality-verified switch on YOUR prompt
Generic benchmark tasks
Test YOUR prompts
Cached or pre-computed leaderboard results
Real API calls
No exact per-run API costs
See exact API costs
Research-only model comparisons
Pre-build and post-live validation
2-4 hours setup per model
30 seconds, no setup
BYOK or 9+ provider accounts
No API keys
$70+ in credits before you start
Usage-based + optional Pro
Synthetic leaderboard scores
Real cost data at production scale

// Security

Built for production workloads

Practical protections for teams testing real prompts and billing data.

  • HTTPS encryption for all data in transit
  • Passwords stored with bcrypt hashing
  • Provider API keys stored server-side only - never exposed in the frontend
  • GDPR rights: access, deletion, and portability on request

// Team

Built by Eterna Creative

Test AI Models is built by Eterna Creative - a product studio focused on practical AI tooling for teams shipping LLM features and agent workflows.

Marko Milojkovic> founder_

Marko Milojkovic

Founder

Runs Eterna Creative and built Test AI Models after repeated multi-provider LLM integration work for client products.

Artur Nersisyan> lead engineer_

Artur Nersisyan

Lead engineer

Builds and maintains the platform, provider integrations, and core testing workflows.

Lead Agents> growth partners_

Lead Agents

Growth partners

Marketing and growth partners helping us reach teams optimizing LLM API spend.

// Company

Legal entity details

  • Operated by Marko Milojkovic PR digital m2
  • Registration number: 67812549
  • VAT number: 114733003
  • Serbia
  • Payments processed by Paddle (Merchant of Record)
  • Contact: info@testaimodels.com

// What teams say

Real results from real prompts

Client demos used to mean copying prompts into five playgrounds. Now we run the chain once, show the bill at 1M runs, and the margin conversation is easy.

$840/mo savedAgency

Founder

Software agency

We swapped one default model on a high-volume step and cut that line item by 72% - the test took 30 seconds, not a week of spreadsheets.

72% cost reductionLLM product

Engineering lead

B2B SaaS, 40k MAU

// Roadmap

What we're building next

Building in public - shipping features teams ask for most.

Smart alerts

Next up

Get notified when a cheaper model matches your quality bar on recurring prompts.

System prompts

Planned

Test and compare system prompt variants across models on the same workload.

LLM-as-judge

Planned

Automated quality scoring between model outputs so you can pick winners faster.

Quality tests

Planned

Regression-style quality checks to catch drift when switching models in production.

Start cutting cost per inference

36 modelsNo API keysResults in 30 seconds