What the Ads Say

Everything in the first four chapters came from metadata — money, dates, formats, geography. The one thing the dataset never contains is the ad itself: its words, its images, its argument. To read those, you have to leave the table and watch the creative. This chapter does exactly that for a focused, high-value slice: the fifteen highest-spend video ads from each of five advertisers that anchor the earlier chapters — the BJP, the Congress, the Union government's ad bureau (CBC), and the two consultancies, I-PAC and Populus. Seventy-five ads in all, each watched end-to-end by a multimodal model applying a fixed codebook.

This is a close reading, not a survey: fifteen ads per advertiser is a portrait of each one's flagship messaging, not a population estimate. Read it that way. Even so, the portraits are sharp — and they line up with, and deepen, what the structured chapters implied.

1  The government's face

Chapter 4 showed the Union government's ad bureau is the second-largest political advertiser in the data. This chapter asks the question the metadata could not: what is in those ads? The answer is striking. In 87% of the CBC's top videos a specific politician appears, and in 53% a politician is the central subject — most often the Prime Minister. These are public-money advertisements, and more often than not they are built around a person.

"The Modi government guarantees that no one will go hungry, providing free ration…"Central Bureau of Communication — a Government of India ad

The contrast with the Congress is the sharpest single finding here. The BJP shows the Prime Minister in 93% of its top ads; the Congress puts a leader at the center of none of its fifteen, leaning instead on promises and party. Two national parties, two opposite theories of what an ad is for.

2  Who attacks, who aspires

Coding each ad's dominant appeal — attack, contrast, achievement, aspiration, or neutral information — separates the advertisers cleanly. The government never attacks (its ads are pure achievement). The parties mix achievement and aspiration. And the consultancies are the most combative: I-PAC's dominant register is the attack ad.

"The BJP and its leaders disrespect Bengal's great personalities and culture…"I-PAC — a Trinamool Congress attack ad, West Bengal

This is the consultancy fingerprint made literal. I-PAC, working the West Bengal front, runs identity-and-grievance attack ads against the BJP. Populus, the DMK's in-house shop, runs the opposite register — leader-rally ads for M.K. Stalin — yet both build almost every ad around the Chief Minister (I-PAC centers a leader in 80% of its ads, Populus in 93%). The strategist's signature isn't a tone; it's a fixation on the candidate.

3  The beneficiary agenda

Across all seventy-five ads, one issue frame dominates: welfare schemes, named in 55% of the videos, followed by claims of past achievement (49%) and, strikingly, women as a target constituency (35%). This is the "labharthi" (beneficiary) politics that has reshaped Indian campaigning — free rations, cash transfers, bus-fare waivers, cooking-gas cylinders — rendered as advertising.

"The Mudra scheme empowers women entrepreneurs, leading to self-reliance…"Bharatiya Janata Party

None of these portraits required the dataset to tell us what the ads said — it can't. But by resolving each ad to its video and watching it, the ledger's blind spot becomes readable. The picture that emerges is coherent with everything before it: a ruling party fused to its leader, an opposition still selling promises, a government advertising its own achievements with the Prime Minister's face, and a shadow layer of consultancies running the sharpest, most candidate-centered ads of all.