Prepared for Mr. Raghav Chadha · Confidential

GenAI can now tell you exactly what content builds your audience, before you post it.

Multimodal AI reads a video the way your audience does — tone, visuals, pacing, hook — and ties every choice to what actually drives engagement. We pointed this engine at your own Instagram and YouTube.

10.8M
people are already listening. The question today is what you tell them next — and how to know it’ll work before you post it.
Raghav Chadha
@raghavchadha88
Raghav Chadha · Politician
1,958 posts10.8M followers72 following
Member of Parliament (Rajya Sabha), India · Former MLA, Delhi · Chartered Accountant
RAGHAV CHADHA · MPYoung voice · Strong vision · Better India
Raghav Chadha Official
Raghav Chadha Official
YouTube channel
1.04M subscribers952 videos

Why Galvor

What Galvor is, and why it fits a public figure like you.

The follower count told you that you lost. Here is what you kept, and who you can win back — read from your own public trace, public data only, no access to your accounts.

−90%
reach per post since the move, both platforms
61→47%
written support, before and after
2.11M
peak likes in March, your proven high
86%
your best formula still scores this (of 100%)
94
posts decoded, Instagram & YouTube
~22,700
comments read directly
9,937
comment authors profiled, one by one
8
audience segments, grouped from behaviour

It reads a video the way your audience does.

Multimodal AI now reads tone, visuals, pacing and hook, and ties every one of those choices to what actually drives followers and engagement. Very few people are working at this level of detail yet.

It turns your public trace into evidence.

Every post, and a sample of every comment, decoded into structured attributes, so “what works” stops being a hunch and becomes a number you can act on before you publish.

You’re rebuilding, with an election on the horizon.

Attention is the asset that compounds into everything else, and content is what earns it. The blank page after the move is yours to write, now — and this tells you exactly what to write on it.

Your winnable core is still with you.

57% of your commenters are the news & accountability crowd and 56% still back you. Your proven “name an injustice, put a number on it” formula still scores 86%. The base held; the drive-by crowd cooled.

Public data, within the rules

Everything here comes from posts and comments anyone can open, gathered within Instagram’s and YouTube’s terms of service. Nothing private, nothing hacked, nothing bought.

Read in-house, never leaves

The AI runs on our own computers, offline. Your data is never sent to any outside AI service — not in the US, not in China, nowhere abroad. It stays with us, and with you.

View-only, you hold the switch

For the deeper read we’d take view-only access for one short session. We can never post, edit or delete anything, and you can switch it off the moment we’re done.

Step 01

This is what we learned.

03 · Context

Your reach fell off a cliff, and your own audience’s trust cooled with it.

Instagram · median likes/post
145K
1
883K
2
2.11M
3
1.28M
4
277K
5
86K
6
Mar peak → Jun · ↓96%
YouTube · median views/video
54K
1
179K
2
143K
3
261K
4
15K
5
13K
6
Apr peak → Jun · ↓95%

The break starts with the AAP split (2–3 Apr) and is sealed by the BJP move (24 Apr), not creative quality: reach was rising before it, then May onward sits in a far lower band across every format tried. Posting frequency also fell ~75%.

Written comment sentiment

Before 3 Apr · 3,235 comments
61%
26%
13%
Since 3 Apr · 7,300 comments
47%
21%
32%

Hostile 13→32% · a trust problem, not a reach one.

Step 02

But GenAI dug deeper. Here’s what’s actually working for you.

05 · Insight 1

One formula still works, whoever’s in power: name an injustice, put a number on it.

How each kind of post scores (reach × audience agreement, 0–100%)

Tap n= on any row to open real posts from that group.

Social injustice
86%
Real video · example
“Periods Are Natural, Stigma Is Not” · YouTube, 14 Mar · 1.16M views · 63K likes
Social-dignity groupView on YouTube →
Real video · example
“Why Does India Give Maternity Leave But Not Paternity Leave?” · YouTube, 31 Mar · 878K views · 40.6K likes
Social-dignity groupView on YouTube →

15 posts in this group — dignity & fairness issues (periods, paternity leave, healthcare access) framed with a concrete number.

Everyday injustice
80%
Real video · example
“₹19,000 Crore Collected as Bank Penalties?” · YouTube, 18 Mar · 9.9K views · 901 likes · the same story on Instagram: 2.50M likes, 41.3K comments
Consumer / economic group

27 posts in this group — largest group in the set. Everyday consumer costs (bank fees, telecom, food) named with a rupee figure and Parliament-floor footage. This story did far better on Instagram than on YouTube — the score is reach × audience agreement, not raw views.

Defending the switch, direct-to-camera
59%
Real video · example
“Silenced, not defeated” · YouTube, 3 Apr · 1.70M views · 143K likes · 15.8K comments · also on Instagram: 7.83M likes, 321K comments
Crisis-response group

11 posts in this group — direct-to-camera responses to the AAP allegations and the move itself, not general policy explainers. Renamed from “Policy explainer” here to match what these posts actually are.

Generic patriotic tribute
41%
Real video · example
Op Sindoor anniversary repost · Instagram, 8 May · 9.4M views · 3.3% like-rate
View on Instagram →
Real video · example
“Operation Sindoor Completes 1 Year | A Tribute to Our Heroes” · YouTube · 13.0K views · 483 likes · 3.7% like-rate
View on YouTube →

7 posts in this group, averaging 41% — feeling/tribute posts with no number or fix attached, both shown here. The soldier disability-tax reel is NOT part of this group despite the shared military theme: it names a number and a fix, so it scores 76–90% under “Social injustice” instead. See the same-topic, opposite-result callout below.

Personal / lifestyle
8%
Real video · example
“My preferred form of meditation 🎾” · 16 Jun · 1.6% like-rate. Top comment: “Rip Raghav Chadda 🤣”
~8%
View on Instagram →
Real video · example
“Airport Chai for ₹10!” · YouTube · 3.0M views · 122K likes · 5.9K comments · personal/lifestyle vignette, no issue attached
Personal / lifestyle sub-groupView on YouTube →

10 posts in this group: 7 personal/lifestyle (tennis/meditation, parenting, airport & travel moments) plus 3 separate direct anti-AAP attack posts, which score just as low but are a different topic — kept out of this expansion so every video shown here is genuinely personal/lifestyle.

Same topic, opposite result: proof it’s the formula, not the subject

Soldiers’ pension / disability tax
injustice + a number
76–90%
Real video · The winner
Soldier disability-tax reel · 17 Mar · 10.5M views · 702K likes · 10K comments
76–90%
View on Instagram →
Generic patriotic tribute
feeling, no number
7–22%
Real video · Loser
Op Sindoor anniversary repost · 8 May · 9.4M views · 3.3% like-rate
7–22%
View on Instagram →
Personal / lifestyle
no issue attached
~8%
Real video · Loser
“My preferred form of meditation 🎾” · 16 Jun · 1.6% like-rate. Top comment: “Rip Raghav Chadda 🤣”
~8%
View on Instagram →

03 · The recipe

What a post that works for you looks like.

Read it as a checklist. When your posts carry these ingredients, they land in your top tier this often — win rate when the trait is used.

Tap Example on any row to open a real post. Counted directly from the 32 Instagram posts we can fully score (real view/like/comment data + classified comments — the vocab-tagged political corpus; YouTube isn’t scoreable yet, see footer). Each example’s own Winning Score (reach percentile + like-rate percentile + comment positivity, 0–100, the same formula behind compute_winning.py) is shown so a huge view count never gets shown as proof of a trait it actually scored badly on.

SCRIPT — message & hook
Opens by naming the problem
80%
Real video · example
“You think you’re drinking Fruit Juice? THINK AGAIN.” · Instagram · 26.9M views · 2.33M likes · 27.6K comments · opens straight on the food-safety problem · Winning Score 76.5/100
View on Instagram →
Real comment · “Finally — much relevant point raised and much needed — #health is the most ignored by the food industry!” · 214♥
Proposes a concrete fix
76%
Real video · example
“I demanded in Parliament that PATERNITY LEAVE should be a legal right in India.” · Instagram · 26.8M views · 1.67M likes · 21.7K comments · names the fix explicitly · Winning Score 55.0/100
View on Instagram →
Real comment · “Doctors are not getting even maternity leave in private hospitals.” · 1,311♥
Frames a citizen’s dignity / justice
73%
Real video · example
“Periods are natural. Stigma is not.” · Instagram · 40.2M views · 4.80M likes · 57.6K comments · Winning Score 84.2/100
View on Instagram →
Real comment · “Huge respect for him 💪💯✅” · 189♥
Driven by a real grievance
72%
Real video · example
“The 28-Day ‘Monthly’ Recharge SCAM” · Instagram · 17.8M views · 1.96M likes · 29.2K comments · Winning Score 54.5/100
View on Instagram →
Real comment · “30 din ke richarj ka Sapna to sapna hi rah gya 😂😂” (the 30-day recharge dream stayed a dream) · 13♥
No clear issue at stake
−50%
Real video · example
“My preferred form of meditation 🎾” · 1.6% like-rate. Top comment: “Rip Raghav Chadda 🤣” · Winning Score 6.6/100
View on Instagram →

No issue, number or fix attached — same post also shown under Personal / lifestyle in Insight 1.

Casual, chit-chat tone
−50%
Real video · example
“The guy I speak about in every episode. My partner...” · Instagram · relaxed, personal conversation format · Winning Score 6.5/100
View on Instagram →

Warm, but no issue or number for the audience to rally behind — same real post also shown under “Posing with a celebrity/VIP”, since it genuinely carries both traits at once.

VISUAL — look & format
Has a number / data overlay
69%
Real video · example
“₹19,000 Crore Collected as Bank Penalties?” · Instagram · the rupee figure is the on-screen overlay itself · Winning Score 73.4/100
View on Instagram →
Text-on-screen thumbnail
68%
Real video · example
“Periods are natural. Stigma is not.” · text-graphic thumbnail · Winning Score 84.2/100
View on Instagram →

Verified: of the 32 fully-scored Instagram posts, 19 use a bold text-graphic thumbnail (thumbnail_subject = TEXT_GRAPHIC) and average 56.5/100 Winning Score, vs 36.3/100 for face-forward thumbnails — a real, computed gap (compute_winning.py, live run).

Parliament-floor clip (21 of 32 scored)
62%
Real video · example
Paternity-leave speech, shot on the Rajya Sabha floor · Instagram · 26.8M views · Winning Score 55.0/100
View on Instagram →
Real comment · “Education power ye hoti hai ♥” · 2,398♥

Verified: 21 of the 32 scored Instagram posts are shot on the parliament floor, averaging 56.0/100 Winning Score — the highest of any setting bucket (studio: 31.8, office: 12.7). The “54/94” figure from an earlier pass mixed in unscored YouTube posts tagged by a looser rule; this 21/32 number is the one we can stand behind today.

Your own face, talking
60%
Real video · example
“Silenced, not defeated” · Instagram · direct-to-camera, his face dominant throughout · Winning Score 73.8/100 (his 2nd-highest scored post)
View on Instagram →

Verified: 27 of the 32 scored Instagram posts are tagged creator-face-dominant, averaging 56.5/100 — well above the 15.9/100 average when a notable figure appears instead (see “Posing with a celebrity/VIP” below). The earlier “n=78” wrongly counted raw tags across all 94 posts including unscored YouTube ones; 27/32 is the figure we can verify against real outcomes.

Posing with a celebrity / VIP
−50%
Real video · example
“The guy I speak about in every episode. My partner...” · Instagram · a personal, posed moment with his wife · Winning Score 6.5/100
View on Instagram →

Verified: all 4 of the 32 scored posts where a notable figure appears alongside him average just 15.9/100 — the worst of any visibility group (vs 56.5/100 when it’s him alone, face-dominant). Earlier this row wrongly showed his Deputy Chairman floor remarks — a parliament speech that merely namechecks someone, not a posed photo with them; swapped for a post that’s actually the right visual match.

Glossy studio production
−50%
Real video · example
“Could I end this season any more perfectly?!” · Instagram · glossy “Mom Talks” studio set · Winning Score 5.1/100 (his single lowest-scored post)
View on Instagram →

Verified: only 3 of the 32 scored posts use a studio setting, averaging 31.8/100 — well below the 54.75 corpus median. Earlier this row showed a 52M-view studio post that was actually his single BEST-performing example in that bucket (42.1/100) — a real but misleading pick for a “this trait is bad” row. Swapped for the bucket’s actual worst post.

Selfie-style face thumbnail
−38%
Real video · example
“With respect, to those questioning my parliamentary performance...” · Instagram · face-forward thumbnail, no text graphic · Winning Score 25.1/100
View on Instagram →

Verified: 9 of the 32 scored posts use a face-forward (no text-graphic) thumbnail, averaging 36.3/100 vs 56.5/100 for text-graphic thumbnails (real, computed gap).

TV interview / talk-show clips
−38%
Real video · example
“To everyone having a hectic week: pause for a moment” · Instagram · 24.4M views · 267K likes · but only a 1.1% like-rate and mixed comments → Winning Score 26.8/100
View on Instagram →

Verified: all 3 of the 32 scored posts in the interview/talk-show format average 12.8/100 — the single worst content-type bucket in the corpus. Views are high here (reach isn’t the problem); like-rate and comment sentiment are what drag the score down, which is why the Winning Score matters more than raw views.

Green = win rate when the trait is used. Red = reach penalty when the trait is present — both from the same underlying trait-delta analysis, shown as percentages.

06 · Insight 2

Eight audiences, mapped. One is your winnable majority.

9,937 commenters in the sample, by segment · all eight shown, three featured below.

News & Accountability · winnable majority57%
Creators & Hustle12%
Low-signal / bots8%
Auto / Cricket / Film7%
Students7%
Family / Festivals5%
NE / Fitness / Other4%

Which audiences cooled — and which held.

Where support cooled most, % supportive before → after the switch. Your news & accountability core isn’t on this list.

Fitness / Wellness / Sports
72→48 · −24
Auto / Cricket / Film
66→43 · −23
Low-signal / bots
46→26 · −20
Family / Festivals
58→50 · −8
Northeast / Regional
64→57 · −7
Creators & Hustle
58→52 · −6
56%
of your accountability core (the majority) still backs you directly
2.5×
rise in negativity in written comments — still a minority, but it more than doubled
81→70%
positive once you count emoji reactions too — the hearts stay loyal

The sharpest drops are the casual groups who never had much at stake. Your base held better than the drive-by crowd.

Composite persona illustration of the News & Accountability audience segment
NANews & Accountability
57% of room · 56% support
Not among the cooling segments. Your base held.
Before · “Finally, topics that actually make sense” · 224♥
After · “Respect Chadda sir ✅✅” · 549♥
Composite persona illustration of the Content Creators & Hustle audience segment
CCContent Creators & Hustle
12% of room · 58%→52% support
Cooled slightly (−6 pts). Mid-priority to re-engage.
Before · “Pehli baar kisi ko kaam karte dekha… salute” · 847
After · “Best wishes de kon rhaa h?? 😅” · 687♥
Composite persona illustration of the Students & Exam-Prep audience segment
STStudents & Exam-Prep
7% of room · 38%→22% support
Biggest real swing (−16 pts). The NEET cohort, most winnable back.
Before · “Education power ye hoti hai ♥” · 2,398
After · “Neet pe video nhi aayi sir” · 358♥

Illustrative composite, not real people. Built from aggregated, non-identifying audience signals such as content engagement themes, creator/business interests, professional context, broad regional patterns, and age bands. Not intended for individual-level targeting, sensitive profiling, or political persuasion.

06 · The comeback playbook

Take the challenge, keep it measured — then point your winning formula at new ground.

On the data, you have handled this about as well as it can be handled. Six real repositionings show the shape of what works. What to do next comes from two places: how switchers who recovered actually did it, and your own account data.

The six cases

Real party switches, India and abroad — the ones that recovered, and the ones that didn’t.

Success
Mr. Jyotiraditya Scindia
India · Congress → BJP, 2020

Out-delivered it: Rajya Sabha in 3 months, Union Cabinet in 16, won back his old seat by 5.4 lakh. New wins buried the old label.

Success
Mr. Himanta Biswa Sarma
India · Congress → BJP, 2015

Never argued the point, flipped states for BJP, became Assam CM. The doubts had faded within ~18 months. The strongest case here.

Failure
Mr. Ghulam Nabi Azad
India · Congress → own party, 2022

Never answered the doubts about his move, and skipped the contest himself. His party won 0 of 23 seats; dissolved by 2025.

Failure
Mr. Arlen Specter
USA · Republican → Democrat, 2009

Admitted it was survival math; the line became his opponent’s ad. Lost the primary; a 30-year career over.

Success
Mrs. Tulsi Gabbard
USA · Democrat → Republican, 2022–24

Launched her own show the same day she left; “I didn’t change, the party did.” Confirmed DNI within ~2.5 years.

Success*
Mr. Winston Peters
New Zealand · founded own party, 1993

Made “principled outsider” the brand, so switching reads as consistent. Kingmaker for 33 years. *With real setbacks.

Six illustrative cases, not an exhaustive sample; outcomes are inferred from trajectory, not controlled comparison.

Do · continuity

Out-deliver the label, don’t out-argue it.

Keep doing your NEET / recharge / consumer advocacy as a BJP MP, shown as continuity of purpose. Silence on old causes reads as having quietly dropped them. Mr. Sarma never re-argued his switch and was Assam’s CM within years; Mr. Scindia had a Union Cabinet seat in 16 months. Speed and visible delivery did the talking, not silence.

Do · own channel

Own a long-form channel, now.

Direct-to-camera and unedited: address the switch, the AAP allegations and what you’re doing now. Your audience is arguing about you without you in the room. Mrs. Gabbard launched her own show the very day she left the Democratic Party, and used it to tell her own story before anyone else could.

Do · framing

Control the framing.

Make the case affirmatively and often. Quietly deleting past posts reads as concealment, not conviction. Mrs. Gabbard’s own line — “I didn’t change, the party did” — became her defining explanation; Mr. Scindia never went quiet about his reasons either.

Do · meta-brand

Adopt a meta-brand bigger than any party.

You were followed for consumer-rights and accountability, not AAP loyalty. Recast as “I fight these issues whoever’s in power,” and visibly do it. Mr. Peters branded himself the “principled outsider” above any single party, and stayed a kingmaker in New Zealand politics for 33 years on it.

Bottom line, your fastest lever. The four who recovered made the label irrelevant through fast, visible, consistent action; the two who failed stayed passive or silent. The cheapest move today needs no election cycle: owned, unfiltered, direct-to-camera content addressing the switch and your current work, aimed exactly where the damage is concentrated — your own comment sections.

Who to court

Winnable · ~57%, your majority

News & accountability followers

Issue-driven, came for your advocacy, not fandom. The biggest slice of your audience, and 56% still back you; the rest are arguing, not gone. This is who you rebuild around.

Your next posts, in your audience’s own words

These issues came up unprompted, again and again, across the winnable segments:

NEET paper-leak & exam integrity — #1 demand Potholes & civic basicsPolice reformIIT/NIT seat shortages UPI fraudPlastic wasteAlcohol policy

Watchdog angles

Watchdog · Implementation

Follow the rupee

Track a scheme’s money from the announcement to the actual hospital or school, and name the shortfall with a number. Against the leak and the delay, not your party.

Consumer / economic · 80%On-site · data overlay 69%
Watchdog · Dignity

Did the benefit reach the counter?

The citizen turned away, the Ayushman card refused, the ration short, the seat gone. Put a face and a number on the gap between a policy and its delivery.

Social-dignity · 86%Real setting · your face 60%
Watchdog · Students

Exam-integrity watch (NEET)

Your audience’s No. 1 unprompted demand. Hold the delivery system to account and propose the fix — for students, not against anyone.

Education / jobs · 86% winFloor clip 62% / explainer
Watchdog · Consumer

UPI fraud & the citizen’s wallet

How much is being lost, who should be protecting people, and the one concrete fix. Classic consumer-rights ground, brought up to date.

Consumer · 80%Text-graphic thumbnail 68%

Educator angles

Educator · Transparency

Explain the decision in 60 seconds

The numbers and the thinking behind a government call, in plain language — the honest translator, not the attacker. On-side, and unmistakably you.

Backs it with a number · 62%Your face + data overlay
Educator · Finance

Follow the taxpayer rupee

Where your tax money actually goes, made legible — the CA in you turning the Budget into something anyone can follow. Transparency-first, exactly your old brand.

Data overlay · 69%Text thumbnail 68%

A direction pulled from your own numbers, not a finished script — your team owns the politics. Our part is making sure whatever you post carries the levers your audience already rewards, and telling you the moment it’s working.

Fix your two weakest zones

Try · lifestyle, with a number

A lifestyle post that builds the brand

Keep it personal, but let the moment carry a number: “my phone bill, line by line,” or “the same RTO queue as everyone.” Real setting, your face, one everyday unfairness, one fix.

Try · patriotism, with a number

Patriotism that performs

Aim the same patriotism at a specific citizen’s unfairness, with a number — a veteran’s pension, a disability tax. This is your soldiers’-pension format.

Why it lifts: not a guess — your own data already shows this exact swing on the same theme: 76–90% vs 7–22%. A 4–10× change from one adjustment.

Avoid

Don’t let your own words become the attack ad.

Lead with conviction and issues, never electoral math. Rivals are already mining your old lines. Mr. Specter’s own quote admitting the switch was survival math became his opponent’s campaign ad; he lost the 2010 primary.

Avoid

Don’t swap grassroots trust for a title.

The Rajya Sabha committee chair is necessary, not sufficient. Pair it with direct outreach to skeptical former supporters. Mr. Specter leaned on his Senate seniority instead of rebuilding grassroots trust — and still lost the 2010 primary, ending a 30-year career.

Avoid

Don’t leave the criticism unanswered.

Staying silent on the viral critical videos mirrors Mr. Azad’s silence, read by your own base as an admission. Mr. Azad never directly answered the doubts about his own move; his new party went on to win 0 of 23 seats and dissolved by 2025.

Avoid

Don’t hedge or half-commit.

Visible, full commitment converts skeptics faster than a cautious, defensive crouch. Mr. Azad founded his own party but skipped contesting a seat himself — the kind of half-measure that reads as hedging.

Vet the association before it becomes the story.

Every collab, guest and borrowed cause is read as an endorsement now. A due-diligence screen reads any creator or topic in minutes — three illustrative reads:

Clear · Go
A consumer-rights explainer

Clean trail, stance-aligned, audience overlaps your winnable base. No controversy in reach. The kind of collab that compounds your brand.

Caution · Frame it
A viral entertainment creator

Huge reach, but one old divisive clip and a fan-base heavy on drive-by hostility. Workable only with tight framing, never open-ended.

Avoid
A firebrand commentator

A live controversy and a record of attacking your current party. The association would instantly become the story, not the message.

Avoid · your weakest zone

Glossy personal or studio content, no issue attached

Your lowest-scoring format on the data: studio production −50%, lifestyle framing −38%, landing around ~8% overall. Looks polished, carries no issue — and it shows in the numbers.

Avoid · your weakest topic

Generic patriotic tribute, feeling, no number

Among your worst-performing posts (7–22%). The same patriotism aimed at a specific citizen’s unfairness, with a number, is one of your best (see “Do · from your data”) — this version isn’t.

Avoid · chasing the wrong room

Don’t confuse loud for valuable

The auto / cricket / anime / fitness crowd is ~7% of the room, arrives via viral clips, and cooled the most of any segment since the switch. Chasing their reach pulls attention away from the majority that actually holds your coalition.

08 · Why now

Why this matters now more than ever.

You are rebuilding a public profile with a real election on the horizon. Mr. Zohran Mamdani built a mayoralty on Instagram; India’s Cockroach Janta Party built 19M followers in a week. Social media is the campaign now. The blank page after the move is yours to write, now.

Zohran Mamdani
New York, 2025Mr. Zohran Mamdani rode an Instagram-native campaign past a sitting establishment, straight into City Hall.
19MInstagram followers in one week
India, May 2026The Cockroach Janta Party, a satirical Gen Z movement, out-grew every recognised party’s page with zero elected leaders.
Silenced, not defeated.
Your reply post on 3 Apr was the single highest-engagement post of the entire period. The blank page is already proving it writes well.
2 Apr 2026
AAP removes you as Rajya Sabha Deputy Leader, restricts your floor time.
3 Apr 2026
“Silenced, not defeated”: your best-performing post of the period.
24–26 Apr 2026
You move to the BJP with six other Rajya Sabha MPs.
20 May 2026
Appointed Chairman, Rajya Sabha Committee on Petitions.
Late Jun 2026
Reported in consideration for a Union Cabinet berth, with Punjab’s 2027 election ahead.

09 · The intelligence layer

Not another scheduler. The intelligence layer behind your content team.

01
Comment analysis
sentiment scored
02
Audience analysis
segments mapped
03
Content calendar
topics, timing
04
What to post
scored before it’s live
05
Vet creators & collabs
fit, reach, predicted
06
Track & learn
builds Brand DNA
Content Intelligence · a loop, not a report
Why a loop, not a report
Every cycle, the model has more of your own data to learn from. What worked here doesn’t have to be re-discovered next quarter.
The intelligence layer
We don’t publish or schedule for your team. We read the comments, map the audience, and tell them what to post and who to work with, before anything goes live.
The amplifier
Performance marketing spend follows the data: budget goes behind what’s already proven to work, not behind a guess.

The bigger picture

This is a proof of concept, on public data alone. Your full data goes much further.

Every figure here came from the thin public trace: your public posts and a sample of public comments. Working together, with your complete history and the internal analytics of your own accounts, the same engine goes much further.

  Score a post for trust and reach before you publish
  Track your winnable base as it shifts week to week
  Predict what will land with which audience
  Rebuild your coalition on purpose, not by feel

Method & scope: 94 public posts (39 Instagram, 55 YouTube), 5 Mar–25 Jun 2026; ~22,700 comments read directly across five videos (Hinglish, Punjabi and sarcasm included), 9,937 unique authors profiled from public bios. Segments grouped on behaviour only. Nothing modelled; every figure traces to source.

10 · Next step

Galvor can execute and perfect this playbook for you.

Not just the strategy. We run the loop with you: build the calendar, vet every piece before it goes live, track what’s working, and keep sharpening it, so this keeps compounding instead of resetting.

First 30 days: demand radar + audience baseline live by week 2 · your first vetted content calendar by week 4.

GALVOR