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How we use AI

Everything Otto tells you is written by AI. Here is what that means for you and your words.

Saša Marić · Wagna, Austria

01

AI writes every answer

The verdict, the three outcomes, the text check and the compatibility score are all generated by AI. They can be wrong. They are not medical, psychological or professional advice.

02

Only your words are sent

We send the text you typed for that request. Your name, email address and account are never attached to it.

03

Your details are your choice

Age, gender, relationship status and hobbies are optional. They reach the AI only while “Let Otto use my details” is switched on.

04

We don't train on it

We do not train AI models on what you write and we never sell it. The AI providers handle it under their own terms, so leave real names out.

05

Checked before it answers

Each request goes through a safety check first. If it sounds like a crisis, the app shows real helpline numbers instead of a verdict.

06

You can report an answer

Tap “Report this output” under any result, or email us. We look at every report within 7 days.

Effective date: 6 June 2026 Last updated: 8 October 2026

This page explains where Overthink This uses AI, what is sent to the AI providers, what safety measures are in place, and how you can report an answer. It is also our disclosure under Google Play's AI-Generated Content policy.


1. Where AI is used in the App

SurfaceModel lanePurpose
Spiral generation (verdict + outcomes + action steps + in/out-of-control)Open models served by Groq first (Google Gemini Flash models instead, while we have Gemini switched on); if that is unavailable, a model hosted by NVIDIA; if that is unavailable too, an open model hosted by Hugging FaceGenerate the editorial spiral output from user-submitted text
Spiral name suggestionsameOne-line title for the spiral
Text-check ("would this text be received well?")samePredict three plausible responses with probabilities
Compatibility check (Pro)sameScore two people across seven axes
Bible ModesameAnchor the verdict in a real Bible verse
Oracle Modesame, with a per-card voice promptStylistic rendering of the spiral in the voice of a fictional archetype card
Safety classifier (perpetrator / victim / safe)same, with a deterministic keyword pre-filterRefuse harmful prompts and surface crisis resources

All AI calls are made server-to-server from our edge functions. The mobile app does not ship any model weights or run on-device inference, and it holds no AI provider keys.

What is sent. Only the text you typed for that request and — only if you turned on "Let Otto use my details" under Profile → About you — the optional details you entered there (name to be called, age, gender, relationship status, hobbies). Your email address, account ID and other spirals are never sent.


2. What the App does NOT use AI for


3. AI output is fiction, not advice

Every AI surface is labelled as a "Take", a "Verdict", a "Map of the loop", or similar editorial framing. The App does not present AI output as fact, professional advice, or a real statement of a real person.

When no provider returns a usable answer (rate limit, malformed answer, outage) the App says so plainly: it shows the attempt count, tries up to three times, and then tells you the AI is busy. It never substitutes a pre-written answer and presents it as generated. You can cancel a run at any time; a cancelled run is not saved.


4. Safety measures

MeasureImplementation
Refuses to produce CSAM, threats, hate speech, instructions for violencePre-prompt classifier + post-output filter; if either flags the content, the spiral is refused or regenerated
Crisis interventionVictim-classified inputs trigger an interstitial with real region-specific helpline numbers (988, Samaritans, Lifeline, etc.)
Anti-abuse3-strike system, account bans and cooldowns, each recorded in a moderation log
Real-person defamation preventionPost-output filter rejects libel patterns, fake-quote shapes, conspiracy patterns, and doxxing-shaped strings before saving the spiral
Religious-content honesty (Bible Mode)Prompt explicitly forbids invented or paraphrased verses
Operator reviewThe moderation log gives the operator a complete audit trail of strikes and bans
Logging and metricsWe log when the help screen is shown so we can monitor crisis use patterns
Rate limitingServer-side limits cap AI calls at 30 per hour and 120 per day per user, with an overall daily ceiling for the whole service; sign-in attempts are limited per IP address
Security loggingRejected, malformed or suspicious requests are recorded in a security log (no written content) and serious events alert the operator
Input validationServer-side caps on body size (256 KB), field length (200 / 2,000 / 8,000 chars), and malformed-JSON rejection make prompt-stuffing attacks impractical
Banned-user gateBanned accounts cannot reach the AI surfaces at all — a banned account can only view its status, sign out, or delete itself

5. How users can report harmful AI output

Three channels:

  1. In-app: at the bottom of any spiral, text-check or compatibility result, tap Report this output.
  2. Email: fizzythemusician@gmail.com — please include the spiral ID (visible at the top of the result page) and a short description.
  3. Appeals: if a moderation decision was triggered by an incorrect classification, see Community Guidelines § Appeals.

We review reports within 7 days. Confirmed harmful output is removed from the user's archive, and the underlying prompt + AI response are added to our internal evaluation set to prevent recurrence.


6. Training and data use

We do not train any AI model on user content, and we do not sell or license it for that purpose.

The AI providers process each prompt to return an answer, under their own API terms:

Because of this, please do not put names, addresses or other identifying details of yourself or other people into a spiral. We never attach your name, email address or account to a prompt.

Aggregated, de-identified usage statistics (counts, error rates, fallback rates) are reviewed internally to improve the App.


7. Inputs and outputs we don't generate

If any of these surfaces is added in the future, this disclosure will be updated and submitted to Google as a material change to the App.


8. Provider attribution

The AI providers used by the App are:

All three operate under their own terms and acceptable-use policies, which we comply with.


9. Contact