Methodology
Signals, not verdicts.
Rooted Reality turns local desktop and browser activity into readable household signals. This page explains how those signals are formed, what they mean, and what they do not claim.
Definitions
A signal is a pattern summary, not a judgment.
A signal is a short, readable summary of an activity pattern observed on a household device. It describes what the system noticed — not what it thinks someone intended.
Signals are formed from local data: which apps were in the foreground, which sites were visited, how sessions started and ended, and how activity shifted over time. A signal might describe something like “browsing sessions are starting later in the evening this week” or “the same set of sites is being revisited in a short loop.”
A signal is not an accusation. It does not assign motive, interpret conversations, or read message content. It summarizes a pattern and offers it to the household for context.
Key point
Every signal Rooted Reality produces is based on locally observed activity patterns. No signal is based on content analysis, message interception, or intent detection.
Process
From raw activity to a readable pattern.
Step 1
Local observation
The Desktop Companion watches foreground app changes, browser navigation patterns, session timing, and context switches. It does not read message content, capture keystrokes, or record screens. What it observes is structural — which apps, when, how long, in what sequence.
Step 2
Pattern recognition
Raw observations are compared against the household’s own recent history. The system looks for changes in rhythm: sessions getting longer or shorter, new apps appearing, navigation patterns shifting, checking loops forming, or readiness drill activity changing. The baseline is always the household’s own pattern — not an external standard of “normal.”
Step 3
Readable output
When a pattern is consistent enough to surface, the system produces a named signal with a plain-language description, a confidence level, and guidance on how to interpret it. Signals that do not meet a minimum confidence threshold are not surfaced.
Interpretation
Why trends matter more than any single moment.
A teen staying up late one Friday is not a signal. A teen whose average session end time has shifted 90 minutes later over three weeks might be.
Rooted Reality is built around this principle: trends are more informative than snapshots. Individual events carry too much noise — a bad day, a school project, a friend’s crisis. Patterns across days and weeks carry more meaning because they reveal rhythm changes that a single event cannot.
This is why signals always reference a time window (typically 7 to 30 days) and why confidence increases as a pattern persists. A two-day pattern and a three-week pattern produce different confidence levels, and the system communicates that difference clearly.
What this means for parents: If a signal appears, it means the system has observed something consistent enough to mention. It does not mean something is wrong. It means there is a pattern worth understanding.
Boundaries
What Rooted Reality is not designed to do.
Does not diagnose conditions
Signals are behavioral pattern summaries. They are not mental health assessments, addiction indicators, or clinical tools.
Does not detect intent
The system cannot know why a teen is doing something. It can only describe what the pattern looks like.
Does not read content
Rooted Reality does not read messages, emails, social media posts, or page content. It observes structural patterns — which apps, when, for how long — not what happens inside them.
Does not guarantee prevention
No software can prevent all harmful outcomes. Rooted Reality is a visibility tool that supports better conversations, not a safety guarantee.
Does not replace parenting judgment
Signals are context for your own judgment. They are not instructions, recommendations, or automated decisions.
Does not score or rank teens
There is no “good” or “bad” score. Signals describe pattern changes, not quality of behavior.
Guide
A short guide to reading signals responsibly.
Step 1
Read the name and description first
Every signal has a plain-language name and a one-sentence summary. Start there before looking at confidence or severity.
Step 2
Check the confidence level
Confidence reflects how consistently the pattern has appeared. Higher confidence means the pattern has been observed repeatedly. Lower confidence means it is emerging and may not persist.
Step 3
Read what the signal does not mean
Every signal includes an explicit “does not mean” note. This is not a disclaimer — it is part of the interpretation. A signal about increased evening activity does not mean a teen is doing something wrong. It means the evening pattern has changed.
Step 4
Consider household context
You know things the system does not: exam season, a new friendship, a family event, a schedule change. Signals are most useful when combined with what you already know.
Step 5
Use signals as conversation starters
The best outcome of a signal is a calm question, not an accusation. “I noticed your evenings have been running later — everything okay?” is the intended use. Presenting a signal as proof of wrongdoing is not.
Remember: Signals describe patterns. They do not describe people. “Evening sessions are starting later” is not the same as “your teen is doing something wrong.” Read signals as information, not as indictments.
Limitations
What you should know about the limits of this system.
Signals can be wrong
A pattern that looks like checking-loop behavior might actually be a teen researching a school project across several tabs. The system sees structure, not purpose.
Baselines take time
During the first one to two weeks of use, the system has limited history to compare against. Early signals may be less reliable than later ones.
Absence of a signal is not safety
If the system does not surface a signal, that does not mean nothing is happening. It means no observable pattern crossed the threshold for surfacing.
Desktop and browser only
Rooted Reality currently observes desktop applications and browser activity via the companion extension. Mobile apps, phone calls, and activity on other devices are not observed.
No content analysis
The system does not know what was said, typed, or read. It knows which apps and sites were in the foreground and how sessions were structured. This is an intentional design boundary.
Local-first means local limits
Because data stays on-device, Rooted Reality cannot correlate patterns across multiple household devices unless they are individually set up. Each device has its own baseline.
FAQ
Common questions about our methodology.
Does Rooted Reality read my teen’s messages or social media?
No. The Desktop Companion observes structural patterns — which apps are in the foreground, browser navigation flow, session timing, and context switching. It does not access, read, or store message content, social media posts, emails, or page content.
How is this different from screen time tracking?
Screen time tools typically measure total minutes per app. Rooted Reality looks at patterns across time — rhythm changes, checking loops, context switching frequency, session timing shifts, navigation flow, and readiness engagement. A teen could use the same total minutes but with a very different pattern, and Rooted Reality would surface that difference.
Can a signal be wrong?
Yes. Signals are pattern interpretations, not facts. A signal about increased context switching could reflect a school project with multiple tabs, not distraction. That is why every signal includes confidence levels and “does not mean” guidance, and why we encourage parents to add household context before acting on any signal.
What if I disagree with a signal?
We have a corrections process so households can flag signals as unclear, too strong, or missing context. See the corrections section below for how to submit feedback. In the meantime, treat every signal as a starting point for your own judgment, not a conclusion.
Does the system learn about my specific household?
Yes, locally. The pattern baseline is built from your household’s own history, not from external norms. What counts as “changed” is relative to your household’s own rhythm.
Is there a score or grade for my teen?
No. Rooted Reality does not produce scores, grades, rankings, or pass/fail results for behavior. Signals describe pattern changes, not quality of character.
Can my teen see the signals?
Visibility settings are part of the household configuration. Rooted Reality is designed around disclosed awareness, not hidden surveillance. We recommend discussing with your teen that the tool is active and what it does.
Corrections
Signals can be misread without your context.
Every signal Rooted Reality surfaces is a pattern interpretation — not a judgment. Patterns are formed from structural data: which apps, when, how long. But the system does not know what was happening in your household that day. A late-night session during exam week means something different than the same session during summer break. You have context the system does not.
If a signal feels unclear, too strong, or missing important context, we want to hear about it. Household feedback is how signal interpretations improve over time.
How to flag a signal today
Email hello@rootedreality.com with the signal name and a brief note about why it felt wrong or out of place. You do not need to explain your household situation in detail — even a sentence like “this signal appeared during a school project week and felt too strong” is useful.
What happens next
A human reads every piece of feedback. Corrections are not processed by an algorithm. Your input informs how signal sensitivity is tuned in future updates and helps us identify patterns that need clearer language or additional context. We aim to acknowledge every submission and, where possible, explain how it shaped our approach.
Honest framing: Signals are pattern interpretations based on public disclosures and local observation. They carry informational or watch-level severity — they are conversation starters, not conclusions. If a signal does not match your reality, that is valuable information we want to learn from.
Disclaimers
Rooted Reality provides household awareness signals based on locally observed desktop and browser activity patterns. Signals are pattern summaries, not conclusions. They do not represent clinical assessments, legal evidence, diagnostic evaluations, or guarantees of safety. Parents and guardians should use signals as one input among many when making household decisions. Rooted Reality does not replace professional guidance where professional guidance is needed.
Signal confidence and severity indicators reflect pattern strength relative to a household’s own baseline. They are not absolute measures and should be interpreted in the context of each household’s circumstances.
For questions about methodology, data handling, or signal interpretation, contact support@rootedreality.com.
Explore the full signal dictionary.
Every signal Rooted Reality can surface — explained in plain language with definitions, limitations, and next steps.