Ecosystem · four independent names
One ecosystem. Eleven lines of work, all measured.
From AI search visibility to model training, voice assistants and drone detection. This is the work of the ecosystem Is My Brand in AI belongs to, with Mihci AI Studios at its centre. One rule runs through all of it: a claim goes on the page only when it has been measured.
- AUC 0.970
- AI text detector
- F1 0.95
- Acoustic drone detection
- 1.39 s
- Voice assistant reply
- 74/81
- 2023 election, backtest
- 89K
- AI citations, this site
- 53/53
- Self-improving agent exam
01
SEO and GEO
Search engines and AI answers
Showing up on Google and in AI answers are two separate jobs. Both are done by measuring, and the research is published with open data.
- 89K
- AI citations in three months
- 129
- logged engine runs
- 5
- original studies
02
Machine learning
Model training
When an off-the-shelf model is not enough, the studio builds the dataset, trains its own model and measures it on data the model has never seen.
- 0.970
- AUC, AI text detector
- 0.939
- meaning kept in rewritten text
03
Self-improving agent
Local model · evidence gate
Atlas runs on a local model, uses the internet and files, and audits every run with evidence before an improvement is accepted.
- 53/53
- exam passed
- 260+
- real runs
- −29%
- tokens on heavy tasks
04
AI text detection
Detector · research
A detector trained to tell whether a person or a machine wrote a text, with published research on where detectors go wrong.
- 0.970
- AUC on unseen generators
- 0%
- false positives on TOEFL essays
05
Defense technology
Passive listening
A passive sensor that recognizes an approaching drone by its sound and warns seconds ahead. It emits nothing.
- 0.95
- F1 on two independent datasets
- <0.5 s
- alarm after the drone is audible
06
Voice assistants
Speech recognition · voice synthesis
Phone assistants that speak Turkish: they listen to the caller, transcribe, think of a reply and answer in their own voice.
- 1.39 s
- until the reply is heard
- 6
- hotels with a phone assistant
07
Luna
Telegram + iOS
An AI companion that stays one consistent person: the same face, voice and memory in every message.
- 100%
- voice stability
- 24
- culture packs
08
Behavior models
Backtested
Models of how voters, members and customers will decide, tested first against elections that have already happened.
- 74/81
- provinces called, 2023
- 34/39
- districts called, Istanbul 2024
09
Video and animation
Script · production · design in code
Video from script to edit to music, with text, counters and captions drawn in code so every frame is under control.
- 26
- vertical ads in three days
- 12+
- visual styles
10
AR and apps
Unity · object recognition · SwiftUI
Trashio turns trash on the ground into a creature in front of the camera, and Luna's iOS app puts the same character in your pocket.
- 5
- creatures modeled in 3D
- 48
- C# scripts written and tested
11
Products and web
Payments · accounts · analytics
Products taken from idea to launch: HumanizeMy.ai, MeteGPT and Mimo among them.
- 3
- studio sites live
- 4
- free tools on this site
The members
01 Research on AI search visibility
Is My Brand in AI
Measures whether AI answer engines name and cite a brand, and publishes every study with its data.
The research02 Scores for AI tools
Vouch
Scores AI tools from public arena data, review aggregates, published prices and the vendor's own contract.
vouchaitools.com03 AI and media studio
Mihci AI Studios
Builds and trains models and ships its own products, HumanizeMy.ai, MeteGPT and Mimo, with its research published under DOIs.
mihcistudios.com04 Independent publication
AI Tools Police
Examines AI companies and their tools from primary documents.
aitoolspolice.comEach figure is published by the team that measured it: ours on the research pages, the studio's on mihcistudios.com.
ismybrandinai.com/ecosystem
How the ecosystem works
- Separate founders, separate names. Each member is run by its own founder and decides what it publishes.
- One shared rule. A number is published with the measurement behind it: the method, the date and, where it can be shared, the data.
- Whose figures these are. The figures for SEO and GEO are ours and sit on the research pages. The figures for the other lines of work are measured and published by Mihci AI Studios.
- Work that meets. Mihci AI Studios presents our AI visibility research in its portfolio, and AI Tools Police has reviewed our AI bot checker. Both are listed on the cited-by page where they apply.
Questions about the ecosystem or about working together go through the contact page.