GYANTV × HAWKY.AIPERFORMANCE CONTENT ENGINE · 2026
INTRO — For the GyanTV growth team
Performance content isn’t created.
It’s engineered. Analysis → script → video → launch — one automated loop.
Three systems working as one: creative analysis that decodes why ads win, a script & video engine that carries the winning pattern into production, and bulk launch that ships winners the same day the pattern is found. The output is the only number that matters — hit rate — while a Performance Agent holds cost per subscription start. 100+ entities decoded per creative, natively in Telugu, Tamil, Kannada and Hindi.
Hawky.ai · Creative & audience intelligence
Reference accounts · Brands.live · Pocket FM
CONTEXT — GyanTV, in one frame
Edutainment OTT for South-first Bharat — the topic is the ad. Creative volume is the growth lever; hit rate is the margin between scaling and burning.
The product
- 1,500+ short video lessons, 2–10 min.
- Telugu, Tamil, Kannada, Hindi — natively.
- ₹149/mo subscription.
The audience
- South-India-first, language-proud Bharat.
- Aspiration: income, side business, sarkari entitlements, English confidence.
- The hook must land in 3 seconds, in the viewer’s own language.
The ad job & KPI
- One idea feels achievable → a subscription start.
- Hero KPI: cost per subscription start, guarded by trial→paid quality.
- The engine optimizes subscribers, not clicks.
Same category physics as every edutainment OTT — volume × hit rate.
Hawky × GyanTV · Context
THE GOAL — One number decides this: hit rate Illustrative preview · targets from GyanTV’s own baselines
If 2 of every 10 commissioned creatives work today, the engine’s job is 3+. +10 points of hit rate = 50% more winners from the same production budget. It climbs for three compounding reasons.
SELECTION
Better selection before spend
Confidence-gated: the analysis predicts which scripts deserve money before a rupee moves.
READS
Cleaner reads after spend
Staged testing reads each creative cheaply first — so a miss becomes a diagnosis, not a write-off.
MEMORY
Never resets — every result writes back to FeatherDB: benchmarks calibrate, the pattern library compounds, the graveyard prunes dead ends.
Fig · how hit rate compounds — projected, re-baselined weekly against actuals
Projection, not a promise — re-baselined weekly against actuals.
Hawky × GyanTV · The goal
THE LOOP — One loop, six stages — the whole lifecycle, engineered
Analysis finds the pattern; scripts carry the hypothesis; videos pass pre-flight before a rupee moves. Launch happens in clean rooms, staged tests decide, winners scale — and everything learned re-enters analysis.
01 · ANALYSIS
Decode the pattern
100+ entities; white space ranked.
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02 · SCRIPT
Carry the hypothesis
Hook verbatim; 8-field DNA + kill rule attached.
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03 · VIDEOS
Produce + pre-flight
Editors + AI variants; policy-clean, 4 languages.
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04 · LAUNCH
API bulk publish
Meta + Google; clean-room test cells.
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05 · TEST
Staged reads
₹300 signal → ₹2–4K; kill rules decide.
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06 · SCALE
Promote winners
×2 budget / 3 days; fatigue-watched.
↻ learnings write back via FeatherDB — the next cycle starts smarter · nothing depends on someone remembering to do it
The three deep systems that follow are stages of this one loop.
Hawky × GyanTV · The loop
RAW MATERIAL — The loop starts from what you already know sells
Seven monetization cores, read straight off GyanTV’s own catalog. Every script is tagged on 8 DNA fields, so wins are repeatable — not remembered.
01
Business Tips
Start with ₹41K · PMMY loan to business · low-investment ideas · online selling.
quit-the-job arc
02
Part-time Earning
Stock-market side income · SIP as monthly income · phone-only earning.
prathi nela income
03
Government Schemes
0% loans · 10-min certificates · driving licence · ration card.
entitlement you’re missing
04
Finance Tips
Options with ₹5000 · SIP ₹1000 → ₹1 crore · emergency fund.
‘banks won’t tell you’
05
Social Monetization
YouTube monetize in 30 days · Insta followers · Shorts with AI.
30-day arc
06
English · Mobile · Tech
English speaking · mobile tricks · tech core.
confidence + tricks
DNA
8 tag fields
category · subcategory · topic · pitch · hook type · structure · format · language.
wins become repeatable
Proven pitch angles, tagged — the script engine draws from these.
Hawky × GyanTV · Raw material
DEEP SYSTEM 01 — Creative analysis — decode every creative into parts
Ads Manager tells you creative #47 hit target cost. It never tells you the 0–3s hook, the Telugu-first voiceover, or the loan-entitlement pitch did the work. Analysis answers why.
INGEST
Every creative
Yours + competitors’ · Meta · Google.
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DECOMPOSE
100+ entities
Hook · pitch · format · CTA · language.
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SCORE
Tie to outcome
Spend · CPI · sub-start · LTV.
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PATTERN
Conditional wins
Per category × language × objective.
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BRIEF
Next batch
White spaces + fatigue warnings.
outcomes re-train the patterns weekly
A · MESSAGE
~20 entities
hook, claim, offer, urgency, value prop, ₹ figure.
B · EMOTION
~20 entities
appeal, tone, story flow, tension beat, payoff, pacing.
C · CRAFT
~25 entities
media, aspect, duration, first-3s, cuts, captions, music, VO.
D · CAST
~15 entities
archetype, gender, age cue, setting, app shown.
100+
across six families
each entity queryable, each tied to spend & outcome.
We don’t tag an ad ‘business video’ — we read it frame by frame.
Hawky × GyanTV · Analysis
DEEP SYSTEM 01 — Winning patterns are conditional — the pattern lives in a cell, not the library
A win is never global. Every creative drills down to one cell — objective × funnel × language × category — and the winning pattern belongs to that cell alone.
OBJECTIVE
Installs
Sub-start
Re-engage
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FUNNEL
Cold
Warm
Retarget
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LANGUAGE
Telugu
Tamil
Kannada
Hindi
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CATEGORY
Govt schemes
Business
Part-time
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THE PATTERN · THIS CELL ONLY
HOOK · BEAT · FORMAT · CTA
The winning pattern for this exact cell — and only this cell.
The hook that wins Govt Schemes in Telugu, cold traffic is rarely the one that wins Finance in Kannada — spend never averages them together. The engine holds a pattern for every cell, and flags the cells still unsolved.
WHAT GETS DECODED
Beat-level, not thumbnail-level
Opening line, core claim, character archetype, setting, text overlays, voiceover language & register, CTA timing — extracted per creative into the shared taxonomy, so your matrix and the competitors’ are comparable.
CONDITIONAL PATTERNS
Wins are contextual, never global
A crisis hook may win Government Schemes in Telugu and lose Finance in Kannada. Patterns are always sliced by category × language × objective.
FIG · D
Lifts are attributed to entity combinations — so a tag that only rides along on a winner never gets the credit.
The pattern lives in a cell, not the library — spend never averages cells together.
Hawky × GyanTV · Analysis · Fig D
IN THE PRODUCT — The correlation matrix — entity × entity, scored on the KPI Product view · illustrative until your data is connected
This is the decode, live in the product. Hook Type × Narrative Structure, every pair scored on CTR vs the library benchmark — green beats it, red costs you.
HAWKY · CORRELATION MATRIX · AXIS × AXIS CROSSTAB
Any two entity axes, any KPI — the green cells are the next scripts to write.
Hawky × GyanTV · Correlation
IN THE PRODUCT — Competitor radar — every rival ad, decoded
See how Seekho, Guru, Master Edu and others hunt the same viewer. Their live creatives pulled and decoded — hooks, formats, languages — so the engine mines the white space they leave.
HAWKY · COMPETITOR ANALYSIS · ADS
White-space mining starts here — adapted into GyanTV’s voice, never copied.
Hawky × GyanTV · Competitor radar
SCRIPT ENGINE — Every script is a hypothesis
Analysis hands the script engine a ranked pattern; the script carries it. Hook verbatim, 8-field DNA and a kill rule attached — so a test proves or disproves one idea, not a vibe.
PATTERN IN
Ranked white space
From analysis: what wins, and where it’s untried.
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ANGLE
Proven pitch
Pulled from the monetization core that sells.
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HOOK
Verbatim, in-language
The exact 0–3s line, written to stop the scroll.
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DNA + KILL RULE
Tagged & gated
8 fields attached; the metric that would kill it, pre-declared.
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HANDOFF
To production
A ready brief — a designed experiment.
SOURCE 01 · ~60%
Winner expansion
A proven winner re-hypothesized one DNA axis at a time — new hook on a proven body, or a Telugu winner rebuilt in Tamil. A dying winner is refreshed, not cloned.
SOURCE 02 · ~25%
White-space
A pattern proven elsewhere that GyanTV hasn’t tried — competitor conviction crossed with catalog demand, rebuilt in GyanTV’s voice. Adapted, never copied.
SOURCE 03 · ~15%
Every script = a designed experiment — so more of every 10 win. Trend format: a 24–72h window, autopsied for what drives it, recombined as proven topic × new format.
Scripts are where the hit rate is won — selection before spend.
Hawky × GyanTV · Script engine
PRODUCTION — From script to policy-clean video — before a rupee moves
Editors and AI variants render the hypothesis, in four languages. A pre-flight gate checks every frame and every spoken line against Meta & Google policy — in all four languages — before anything goes live.
RENDER
Editors + AI variants
The script becomes video — multiple cuts per hypothesis.
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LOCALIZE
4 languages, natively
Telugu, Tamil, Kannada, Hindi — native, not translated.
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PRE-FLIGHT GATE
Every frame + line
Checked vs platform policy in TE / TA / KA / HI.
›fix → recut
APPROVED
Into the launch table
DNA + hypothesis still attached.
auto-render stays off for the first fortnight — your team approves every batch
Volume with the DNA intact — every asset stays queryable and attributable.
Hawky × GyanTV · Production
DEEP SYSTEM 02 — Creative measurement — every rupee gets a clean read Illustrative preview · targets from GyanTV’s own baselines
A miss becomes a diagnosis. Every metric ties back to a creative element — and budget earns its way up through staged tests.
Metric
Owned by which creative element
What it proves
M1CPM & hook rate
The hook — first 3 seconds →
Impression owned by the opener
M2CPI
Topic × pitch × language match →
Right idea, in the right tongue
M3Cost / sub-start
Promise kept early →
The pitch honoured within 3 seconds
M4CAC · LTV
Pitch honesty →
Trial → paid by DNA, written back monthly
M5Fatigue lead time
Pattern decay →
Flagged days before CPM rises
EVERY AD
Hypothesis card
Prediction + kill rule attached.
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STAGE 1 · SIGNAL
₹300 · 48–72h
Hook rate only — cheap to read.
›pass
STAGE 2 · COST
₹2–4K · 5–7d
Cost / sub-start at real volume.
›pass
STAGE 3 · SCALE
Winner pool
×2 budget / 3d while stable.
kills write to the graveyard with a reason + retry condition — tomorrow’s batch is smarter
The engine optimizes revenue, not cheap trials — trial→paid by DNA.
Hawky × GyanTV · Measurement
DEEP SYSTEM 03 — Bulk launch — same-day from pattern to live ad
Volume is an account-architecture problem, not a button. Validated creatives flow through a moderation gate, publish via API, land in clean-room test cells — and only winners graduate into scale. The same shape runs at 50 a week or 10,000 a day.
APPROVED
From production
DNA + hypothesis attached.
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MODERATION GATE
Every frame + line
TE / TA / KA / HI vs platform policy.
›fix
API PUBLISH
Meta + Google
Rate-limit aware, queued — live the same day.
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CLEAN ROOMS
Test campaigns
ABO cells per category × language; reads stay clean.
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SCALE / RETIRE
Promote or retire
Winners promoted same-day; spent ads retired with a reason.
why clean rooms: tests never touch scale money — Meta’s learning phase stays intact and every read is attributable
Retirement writes reason + DNA back to FeatherDB — the loop keeps learning.
Hawky × GyanTV · Bulk launch
IN THE PRODUCT — Bulk launch — from table to live on Meta Product view · example account data
Validated creatives become live ads in one action. An action table of every ad — campaign, ad set, creative, primary text — synced and pushed via API. Launch all, or stage into clean rooms.
HAWKY · ACTION TABLE · BULK LAUNCH
Same-day from pattern to live — at 50 a week or 10,000 a day.
Hawky × GyanTV · Bulk launch
IN THE PRODUCT — Ad ops — the Performance Agent’s morning Product view · demo account data
Spend, CPI and live campaigns at a glance; the agent proposes the day’s moves. Pause high-CPI, refresh fatigued creative, reallocate to winners — each a hypothesis you review and execute.
HAWKY · AD OPS · DAILY BRIEF
Autonomy with a human on the trigger — recommend-first, then let it run.
Hawky × GyanTV · Ad ops
TWO OPTIMIZERS — Two loops, two dials, one memory
Scripts & testing raise hit rate. The Performance Agent lowers cost per subscription. Hit rate decides what deserves money; cost per subscription decides where money goes.
CREATIVE LOOP
Optimizes hit rate ↑
What deserves money. Script batch (each a hypothesis) → clean-room tests, one axis varied → staged reads → pattern update. Result: 2/10 → 3+/10.
PERFORMANCE AGENT
Optimizes cost / sub ↓
Where money goes. Graduated winners at scale → continuous reads (cost/sub, frequency, CPM drift) → hourly reallocation → fatigue rotation. Result: cost/sub held ≤ target.
both read and write the same memory — FeatherDB · cost & fatigue signals re-brief the next scripts
Two different dials — not one autopilot pretending to do both.
Hawky × GyanTV · Two optimizers
THE ENGINE — Three agents fill the pipeline daily
Proven, borrowed, and new — in a fixed mix. Recombination first: a proven axis crossed with one new one, never two new axes in a single ad.
60%
Winner Expansion Engine
Top spenders of the last 10 days, expanded one DNA axis at a time — new hook on a proven body; a proven Telugu winner re-hypothesized in Tamil. Fatigue-checked.
~60% of volume
25%
White-Space Miner
What’s proven elsewhere that GyanTV hasn’t tried — competitor conviction crossed with catalog demand, confidence-ranked, rebuilt in GyanTV’s voice.
~25% of volume
15%
Trend Format Surfer
24–72h trend windows, brand-safety gated, autopsied for what actually drives them — proven topic × new format.
~15% of volume
Underneath everything sits FeatherDB — the knowledge lifecycle.
Hawky × GyanTV · The engine
MEMORY — FeatherDB — creative intelligence that stays current
Not a dashboard. A substrate. Captured, kept current, decayed when stale, and propagated where it matters next — so the engine compounds instead of resetting.
01 · CAPTURE
Everything, tagged
Every element, test and outcome — hooks, openers, music, archetypes, CTAs, language, geo, cost/sub — in one shared taxonomy.
02 · CONTEXT
Live state, queryable
What’s working right now, across categories and languages — queryable by every agent in real time.
03 · DECAY
Stickiness
Patterns decay when they go stale, so the library reflects what wins now — not last quarter.
04 · PROPAGATE
Where it matters
A win in one language or category is pushed to where it applies next — the memory compounds.
Every result makes the next test start smarter.
Hawky × GyanTV · Memory
THE FULL PICTURE — After integration — one self-optimising learning loop
Data in, a thousand creatives out, every result learned from. The entity engine builds combinations, correlation finds the green patterns, external signals sharpen them, scripts and videos are generated at volume, agents launch — and performance returns to make the next cycle smarter.
Entity × persona × category × language × region — all cross-mapped, all learned.
Hawky × GyanTV · Learning loop
THROUGHPUT — From signals to ~1,000 live creatives — every day Illustrative preview · targets from GyanTV’s own baselines
Script cards, scored and stacked; videos rendered at volume; agents push the winners live. The daily reality of the loop — automated end to end, with a human approving the batch.
SCRIPT CARD · AUTO-GENERATED
“Ration card in 10 minutes — zero broker”
Government Schemes · Telugu · 0–3s crisis hook
Govt Schemespitch: entitlementhook: crisisformat: talking-headTE
SUCCESS SCORE82 / 100 · data-backed
Every day the engine writes 300–400 script cards, each a scored hypothesis with its DNA and kill rule attached. The mix is deliberate: ~30% from your own winning data, ~30% from live trends & competitor conviction, and the rest from schemes & catalog demand. The success score ranks the batch, so only the strongest advance to production.
SIGNALS + DATA
Own data + external
Correlation patterns + trends + schemes.
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SCRIPTS
300–400 / day
Each a scored card; 30% data · 30% trends · rest schemes.
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VIDEOS
~2,000 / day
Auto-rendered from scripts, 4 languages.
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INVENTORY
Hawky library
Every creative, DNA-tagged & queryable.
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LAUNCH
~1,000 live
Agents push to Meta & Google.
performance returns to creative intelligence — tomorrow’s scripts start smarter
Volumes illustrative — capacity, not a promise; tuned to GyanTV’s budget.
Hawky × GyanTV · Throughput
ROLLOUT — Live in two weeks — backtested before you bet on it
You judge the engine before a rupee moves. Week 1 decodes and backtests against ads you already know won or lost; week 2 goes live with your team approving everything.
WEEK 1
Decode & backtest
Ingest the back catalogue + live accounts; decode every creative; build benchmark bands per category × language; backtest against known winners & losers.
WEEK 2
Live pipeline
Daily batches into the production table; staged testing in clean rooms; first winners promoted. Auto-render off — your team approves.
WE NEED
From GyanTV
Ad-account access (Meta + Google, read first); category / claims list; competitor set; morning approvers.
JUDGED ON
Four numbers
Hit rate (winners/10, weekly); cost per sub-start (held as volume grows); trial→paid quality (by pitch, monthly); time-to-live (same day).
Backtested first — the engine earns trust before it earns spend.
Hawky × GyanTV · Rollout
NEXT STEP — Your catalog already knows what Bharat wants to learn
Let’s make your ads learn it too. One working session to confirm the competitor set and category definitions — then week 1 begins.
SESSION
One working session
Confirm the competitor set and category / claims definitions.
THEN
Week 1 begins
Decode + backtest — judge the engine before a rupee moves.
OUTPUT
Hit rate climbs
More winners from the same production budget, week over week.
Analysis → script → video → launch → measure → compound.
Hawky × GyanTV · Next step