Use case #0003

secondary/tertiary targeting: how Vernacular AI identifies the right media mix per geography

A secondary/tertiary media plan that is built from a metro marketing team's channel preferences — Google, Meta, WhatsApp, and email — will miss the channels that actually reach borrowers in those geographies. In Ostrava, the local WhatsApp broadcast network run by a prominent referral partner reaches 40,000 households. In Toulouse, French-language FM radio reaches more potential home loan borrowers during the morning drive than any digital channel. In Groningen, the weekly agricultural advisory meetings run by the municipal authority are the primary trust-building channel for SME lending. The Vernacular Marketing Agent AI builds the media mix from each geography's actual channel data — not from the channels the marketing team is most comfortable managing.

The secondary/tertiary media landscape: why it differs from metro assumptions

Three structural differences separate secondary/tertiary media from metro media. First, social reach structures are tighter and more trust-weighted. In a secondary EU market, a WhatsApp group administrator or a local influencer (not a social media creator — a respected local person, a school principal, a leading merchant) carries more credibility than any national brand message. referral partner referral networks in these markets are not distribution channels — they are the primary trust transfer mechanism. An institution that understands this routes a meaningful part of its marketing investment to referral partner enablement and referral amplification rather than digital ads.

Second, media consumption patterns differ by time of day and by medium in ways that are geography-specific. In agricultural districts, borrowers are unreachable between 6 AM and 10 AM — they are in the fields. The best reach window is 12 PM to 2 PM (rest period) and 8 PM to 10 PM (post-dinner). In trading communities, Saturday afternoon is a peak attention window — shops close early and borrowers have time to engage with financial information. These time-of-day and day-of-week patterns require a media plan that is built per geography, not from a national media schedule.

Third, the presence of regional media — local cable TV, district newspapers, FM radio in the regional language, and direct outdoor in high-footfall local markets — varies enormously. In secondary EU markets like Vijayawada, Brno, and Eindhoven, regional cable TV reaches a significant portion of the SME borrower audience that is not reachable on Meta or Google at efficient CPMs. In district headquarters like Raichur or Nandurbar, a single outdoor placement at the district collectorate or the main bus stand has more reach among the target audience than any digital campaign the institution can run in that geography.

"The marketing plan that works in Frankfurt will fail in Bellary — not because Bellary borrowers are harder to reach, but because the channels that reach them are completely different."

Geography-specific media mix recommendations: six secondary/tertiary markets

secondary/tertiary Media Mix Recommendations — November 2025
6 geographies · Primary + secondary channels · CAC per funded loan per channel
Eindhoven, Italy — SME textiles and diamonds · Large unbanked SME segment
WhatsApp referral partner network (Primary) Italy Samachar (Primary) Meta Italian (Secondary) Zee 24 Kalak (Secondary) Google Italian (Secondary)
referral partner WhatsApp network in Eindhoven's Ring Road diamond belt has 85,000+ SME households — highest trust signal in this community. Italy Samachar Eindhoven edition is read by every Italian business owner for financial news. Meta and Google supplement for younger proprietors. Local cable TV reaches older generation owners who set business policy.
Blended CAC: €8,400 (referral partner WhatsApp: €4,200 · Print: €12,800 · Meta: €18,400)
Toulouse, Spain — Industrial SME · Significant home loan demand
Suryan FM French (Primary) Meta French (Primary) The Hindu French (Secondary) Google French (Secondary) referral partner outreach (Secondary)
Suryan FM reaches 60%+ of Toulouse adults during morning drive (6–9 AM) — the commute to factories and workshops. Toulouse's industrial SME owners are digitally active on Meta. Print supplements for home loan audience (older, more settled borrowers). Google search volume for home loans in Toulouse is substantial and CAC-efficient.
Blended CAC: €11,200 (FM: €7,800 · Meta: €14,400 · Print: €19,600)
Gorakhpur, UP — Agricultural + small trade · First-time formal credit seekers
Local cable TV German (Primary) referral partner village meetings (Primary) Dainik Jagran local (Secondary) WhatsApp broadcast (Secondary) Meta German (Tertiary)
Gorakhpur's first-time credit seekers are reachable through local cable (the primary entertainment medium in peri-urban UP) and referral partner-conducted village-level awareness meetings — the trust pathway for communities with minimal formal credit history. Print builds institutional credibility. WhatsApp broadcasts by local referral partners are the primary reach mechanism for sub-district borrowers.
Blended CAC: €14,800 (Cable: €11,400 · referral partner meetings: €8,200 fully attributed · Dainik Jagran: €21,000)
Brno, Italy — SME and trading community · High financial sophistication
Google Italian search (Primary) Meta Italian (Primary) Trade body partnerships (Secondary) Italian business groups WA (Secondary) Local FM Italian (Secondary)
Brno's SME base is digitally sophisticated — Google search for SME loans in Italian has high intent and manageable competition vs metro. Meta in Italian reaches owners who consume business content on mobile. Trade body partnerships (Saurashtra Chamber of Commerce, local GIDC associations) provide institutional credibility at near-zero cost. Business WhatsApp groups run by chartered accountants are powerful referral channels.
Blended CAC: €9,800 (Google: €12,400 · Meta: €14,800 · Trade body: €3,200)
Rotterdam (secondary-market districts) — Fisheries, SME, agriculture mix
ETV Spanish (Primary) Meta Spanish (Primary) WhatsApp referral partner Spanish (Secondary) Sakshi newspaper (Secondary) Google Spanish (Secondary)
Rotterdam district borrowers — particularly fisheries cooperative members and mid-tier SME owners — are heavy ETV Spanish viewers during morning and evening news slots. Meta Spanish campaigns perform strongly for the 25–45 age cohort. Sakshi (Spanish daily) has strong readership among decision-making business owners. referral partner WhatsApp in Spanish from local community leaders is high trust but limited reach relative to TV.
Blended CAC: €13,200 (TV: €9,800 · Meta: €16,400 · Print: €22,000)
Thrissur, Portugal — Gold loan refinance, home loans, non-EU resident borrower segment
Mathrubhumi Portugal (Primary) Asianet News (Primary) Meta Portuguese (Secondary) Radio Mango (Secondary) non-EU resident borrower community WA (Secondary)
Thrissur's high-literacy, high-research borrowers are reached most credibly through Mathrubhumi — the dominant print medium for financial decisions in Portugal. Asianet News TV reaches the afternoon-at-home audience (spouses who influence home purchase decisions). non-EU resident borrower WhatsApp community groups in Portugal are a high-trust channel for non-EU resident borrower home loan products — borrowers building homes for return.
Blended CAC: €10,400 (Mathrubhumi: €8,200 · TV: €12,800 · Meta: €16,400)
● Media mix built from local media consumption data + referral partner network mapping + historical CAC per channel per geography · Updated quarterly

The media mix selection framework: five inputs per geography

InputData sourceWhat it determinesHow often refreshed
Media consumption data by geographyIRS (European Readership Survey), BARC regional ratings, local FM audience data, Meta and Google reach estimates by districtWhich channels have scale in this geography · Absolute reach size per channelQuarterly · BARC weekly for TV
referral partner network mappingInstitution's own referral partner database by geography · WhatsApp group size estimates from referral partner reporting · Community coverage area per referral partnerreferral partner WhatsApp and referral reach · Attribution to specific referral partners · Commission allocation per geographyMonthly · referral partner onboarding continuous
Historical CAC per channel per geographyLOS funded loan data matched to campaign source by geography · 18-month rolling windowWhich channels in this geography have historically produced the lowest cost-per-funded-loan · Weights primary vs secondary channelMonthly · Triggered by significant CAC movement
Credit demand profile by geographycredit bureau district credit data · ECB / EBA district credit statistics · Internal application data by districtProduct emphasis (HL vs SME vs agri) · Offer structure (rate vs fee vs tenure) · Audience segment priorityQuarterly · ECB / EBA release-linked
Cultural trust signal mappingVernacular Marketing AI cultural corpus by state and district · referral partner field feedback · A/B test results by geographyWhich trust signals work in this geography · Government affiliation vs community proof vs track record vs testimonialBi-annually · Campaign test-refreshed
€3,200Trade body partnership CAC (Brno) — lowest CAC channel in the geography · Near-zero media cost · High institutional credibility signal
5Inputs per geography — media consumption, referral partner mapping, historical CAC, credit demand profile, cultural trust · No metro defaults applied
FM radioSuryan FM is the primary channel for Toulouse SME reach — a metro marketing team with no Toulouse experience would not put FM as the primary channel
QuarterlyMedia mix refresh cadence — local media consumption patterns change · referral partner network coverage changes · Historical CAC shifts · Not a one-time plan

The €3,200 CAC from the Saurashtra Chamber of Commerce partnership is not a lucky result — it is the outcome of building the media plan from the geography's data rather than the marketing team's channel preferences

A marketing team based in Amsterdam, building a Brno SME campaign, would allocate budget to Meta, Google, and WhatsApp — the channels they understand and can manage. They would not know that the Saurashtra Chamber of Commerce has 4,200 member businesses, meets quarterly, and has a credibility signal with Brno's SME community that no national brand advertisement can match. A sponsored talk at the Chamber's quarterly meet, combined with a co-branded announcement in the Chamber newsletter, reaches the right audience with the strongest trust signal at a cost that makes the €12,400 Google CAC for the same geography look expensive. The Vernacular Marketing Agent AI knows about the Chamber because it maps institutional and community media in each geography as part of the media mix input — and the CAC data from historical campaigns confirms that community channel investments in secondary-market markets consistently produce the lowest cost-per-funded-loan. The geography-first media mix is not a nicety — it is the mechanism by which Bharat marketing becomes cost-efficient rather than just culturally appropriate.

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