Content checks
Standards checks on every scene, for paise
Foul language for the rating, mixed language, mixed context, generation residue and content above the rating. Rules catch what rules can, a small open model reads the rest, and a frontier model sees only the scenes the small model is unsure about.
Internal benchmark on synthetic data · run run-202610230802 · 2026-10-23 · 7 model runs, same instruction per task
Five ways to run the same checks
Every route reads the same 135 test scenes with the same instruction. “Fully caught” means every failing check in a problem scene was found. Cost is tokens times list price, in rupees.
| Route | Fully caught | Foul | Language | Context | Residue | Rating | False alarms | Per 1,000 scenes | p50 | A month at 2,00,00,000 |
|---|---|---|---|---|---|---|---|---|---|---|
Mid-tier frontier on every scene claude-sonnet-5.5 reads every scene for all five checks. | 86/90 | 16/16 | 20/20 | 37/37 | 15/15 | 4/8 | 8/45 | ₹307 | 3.8 s | ₹61.4 lakh baseline |
Small open model on Dvar, every scene Code checks, then Dvar · gpt-oss-120b on every scene. | 82/90 | 16/16 | 20/20 | 33/37 | 15/15 | 4/8 | 0/45 | ₹19.38 | 2.7 s | ₹3.88 lakh 16× lower than mid-tier |
Open model on Dvar, every scene Code checks, then Dvar · GLM 5.3 on every scene. | 83/90 | 16/16 | 20/20 | 34/37 | 15/15 | 4/8 | 2/45 | ₹91.64 | 2.0 s | ₹18.3 lakh 3.3× lower than mid-tier |
Dvar tiered Code checks, Dvar · GLM 5.3 on every scene, and claude-sonnet-5.5 only when the Dvar model's confidence is under 0.7. | 83/90 | 16/16 | 20/20 | 34/37 | 15/15 | 4/8 | 2/45 | ₹94.08 1 of 135 escalated | 2.0 s | ₹18.8 lakh 3.3× lower than mid-tier |
The small open model on Dvar catches nearly as many problem scenes as the frontier model, for a small fraction of the cost and with fewer false alarms. Dvar serves it from India, priced in rupees, and it can be post-trained on your own standards. The tiered route spends frontier money only on the scenes that need it.
One scene through every route
Show bible
Haveli Ka Raaz · episode 41
Horror · Hindi (Devanagari) · rated 16+
- Meera: lead, new bride
- Kabir: Meera's husband
- Raghav: Kabir's elder brother, died in episode 9; no ghost scenes planned ✝
So far: Meera found Raghav's diary in the locked room. Kabir says the room has been shut since Raghav died.
Scene
- कबीर: ये घर अब पहले जैसा नहीं रहा।
- मीरा: मुझे सच जानना है, चाहे कुछ भी हो जाए।
- कबीर: तुम्हें याद है उस रात क्या हुआ था?
- मीरा: कबीर, तुम इतनी रात को यहाँ क्या कर रहे हो?
- कबीर: हम साथ मिलकर ये पता लगाएँगे।
- मीरा: मी आता घरी जाणार आहे, तू इथेच थांब।
What code sees, and what needs a model
| Check | Code sees (free) | A model is needed for | Tiered route found |
|---|---|---|---|
| Foul language for the rating | Listed words and masked words | Dodged spellings and words not on the list | 16/16 (100%) |
| Mixed language | The wrong script, whole English or Romanised Hindi lines | Another language in the same script (Marathi in Devanagari, Spanish in English) | 20/20 (100%) |
| Mixed context | Characters from another show, characters the bible marks dead | Lines that contradict the story so far | 34/37 (92%) |
| Generation residue | “As an AI…”, [INSERT …] slots, loops | Notes to the writer left in the dialogue | 15/15 (100%) |
| Above the age rating | Nothing: this one needs judgement | Graphic violence and other content above the rating | 4/8 (50%) |
Run live
Pick up to 5 test items. Dvar · GLM 5.3 and Claude Sonnet 5.5 run them now with the same instruction, scored against the answer key by the same code as the table above.