The credibility layer for what to watch

Where TVI is unusually useful. We are not trying to be the outlet that covers everything. We are the outlet worth a screener when the title is one of these: children's and family titles that deserve a developmental read; medical, military, and institutional stories, which are read by a board-certified general surgeon and U.S. Navy officer in the Individual Ready Reserve; ambitious literary and mythological adaptations; prestige television with a real structural argument; and Nashville or Southeastern releases.

Access and commercial policy: a screener, ticket, credential, interview, or press asset does not guarantee coverage or favorable coverage. TVI may undertake paid research, advisory, assessment, or practice-review work for media organizations, but it does not accept payment to score, review, rank, designate, promote, or secure public coverage for a title. Clients cannot preview, suppress, delay, or alter public findings. TVI runs no display advertising and earns no affiliate commission on any score or streaming link. Client relationships trigger disclosure and recusal rules for titles the client produced. Screeners are kept secure. Embargoes and asset credits are recorded and followed exactly. The full rules are public in the editorial standards.

For a title-specific request, include the title, format, viewing window, embargo with timezone, screener or screening route, and asset terms. We reply based on editorial fit and available capacity, and we would rather decline a title than accept a deadline we cannot meet.

TV Intelligentsia is the credibility layer for what to watch. Every catalog title receives a reviewed 0 to 200 TVI Score. The current formula weights Cognitive Stimulation (40%), Educational Value (35%), and Craft & Quality (25%); TVI publishes that breakdown only when it reproduces the displayed composite. Each title sits in one of five tiers: Masterclass, Stimulating, Competent, Passive, or Numbing.

Children's content receives an additional SEL Score from 0 to 50 built on the CASEL framework. The TVI Kids methodology is shaped and reviewed by school psychologist Cordelia Witty, EdS., NCSP. The two scores are reported separately because they measure different properties of the work.

TVI scores titles using a public methodology grounded in cognitive science, developmental psychology, and media-effects research, with credentialed review for children's content. TVI is not a critic or audience aggregator.

The methodology document, founder information, and brand image below may be used in editorial coverage of TV Intelligentsia with accurate attribution. Use does not imply endorsement. Citation: TV Intelligentsia, Rating Methodology v1.3.1 (2026).

Jordan Robinson, MD, MPH is the interview contact for TV Intelligentsia. He is available for interviews and written comment on the TVI Score methodology, cognitive stimulation in film and television, medical storytelling, adaptation, criticism, and building an independent credibility system.

TVI Kids can provide written background on children's media, the CASEL framework, social-emotional learning, attention, co-viewing, and the difference between age-appropriateness and developmental value. This is supplied as written material from the TVI Kids editorial side.