Miraflora was competing for attention against bigger, better-funded CBD brands, and its own posting decisions leaned on vanity metrics. SOMIN benchmarked Miraflora’s content-verse against seven named rivals, read 2,745 pieces of category content, and scoped a brand-specific model built to flag real statistical outliers — not just a top-10 list.
A SOMIN content-verse & theme-detection diagnostic · March 2024 · United States · CBD & wellness audience
Miraflora sells CBD products into a crowded US wellness category — including its +Balance Peach Ginger Sparkling Beverage, infused with 35mg of full-spectrum CBD per can plus added vitamins and minerals. Internally, the read on Miraflora’s position was blunt: it was fighting brands with far more traction, and its own posting decisions leaned on vanity metrics rather than a defined read of what was actually working. The brief SOMIN was given was specific — stop eyeballing which posts look like the “best” and “worst” performers, and build a brand-specific, statistical way to find genuine outliers before deciding what to boost.
SOMIN’s SODA pipeline and an Azure LLM scored cosine similarity between Miraflora’s content and seven competitors across four dimensions — audiences, interests, aspirations, and customer needs — SOMIN’s “content-verse” read of how close, or how different, each rival’s content really is.
| Brand | Audiences | Interests | Aspirations | Needs | Avg. match |
|---|---|---|---|---|---|
| Recess | 76.02% | 67.69% | 96.26% | 95.90% | 83.97% |
| BRĒZ | 72.82% | 70.01% | 94.23% | 97.50% | 83.64% |
| Charlotte’s Web | 83.27% | 66.08% | 88.33% | 87.70% | 81.34% |
| Medterra | 82.61% | 66.01% | 90.70% | 84.15% | 80.87% |
| Feals | 71.97% | 63.98% | 91.17% | 92.76% | 79.97% |
| Equilibria Women | 77.25% | 56.97% | 91.28% | 93.20% | 79.67% |
| Prima | 67.80% | 54.44% | 84.02% | 68.01% | 68.57% |
Method: cosine similarity across audience, interest, aspiration, and customer-needs frequency, generated via an Azure LLM and SOMIN’s SODA pipeline. Miraflora is the 100% self-match baseline and is excluded from the rows above.
Every finding on this page traces back to a defined SOMIN process, not a one-off report.
SOMIN’s Content Concept Framework tags every post’s topic, theme, archetype, tone of voice, and human need down to product-level detail.
Cosine similarity across audiences, interests, aspirations, and needs, run through SOMIN’s SODA pipeline and an Azure LLM against 7 named CBD rivals.
2,745 pieces of content (2,219 organic across 4 years, 526 paid across 6 months) clustered into recurring themes and the addressable problems behind them.
SOMIN pairs a detected theme with the psychological factor driving it, then expands it into a full narrative concept via LLM.
Scoped: a brand-specific standard-deviation model to flag true outliers, plus two new metrics to build — page growth and engagement velocity.
Theme detection across Miraflora and its category peers — Charlotte’s Web, Medterra, and Recess — surfaced a distinct pet-wellness thread inside the wider CBD conversation.
The single biggest content theme in the read: pet owners actively seeking natural ways to keep their pets comfortable, calm, and stress-free — a direct, unforced bridge to a CBD pet-wellness message.
The largest addressable-problem theme in the set — natural and organic solutions, CBD product benefits, and the value of quality time with pets. The rational case underneath the emotional bond.
Content that frames pets as family — prioritizing their happiness, health, and well-being across everyday moments, not just emergencies.
SOMIN paired its two anxiety-linked addressable-problem themes — Pet Anxiety & Stress (12 posts) and Pet Stress Management around holidays and fireworks (14 posts) — with the psychological mechanisms actually driving them.
Miraflora’s own team had already diagnosed the real problem: chasing likes doesn’t tell you what to boost next. What actually matters is which posts perform outside Miraflora’s own normal range — a brand-specific statistical outlier, not a category-wide “top performer” list picked by eye.
Miraflora’s content already speaks the same language as Recess (83.97% average content-verse match) and BRĒZ (83.64%) — especially on what customers need from a CBD brand, where BRĒZ aligns at 97.50%, the single highest score in the whole set. Prima sits apart at just 68.57%: evidence that “more CBD content” isn’t one playbook — there’s a real content-verse Miraflora fits inside, and one it doesn’t.
The single largest content theme in the read (31 posts) is pet owners seeking natural solutions for their pets’ comfort — a direct bridge to a CBD wellness message. Turning that into a repeatable program means closing two measurement gaps Miraflora didn’t have yet — page growth and day-by-day engagement velocity — then reading evergreen, seasonal, and topical content through the same brand-specific outlier lens.
SOMIN’s story engine pairs a detected theme with the psychological factor behind it, then expands it into a full narrative using an LLM. “Echoes of Emotion,” featured below, was generated from the Owner Stress Transfer factor behind Miraflora’s Pet Stress Management theme; a companion concept, “The Unseen Bond,” was generated from Separation Anxiety. Neither is a real customer account — both are creative starting points for Miraflora’s own content, not measured results.
The most profound gift we can bestow upon our pets is a tranquil heart, a sanctuary of peace from which they derive strength, for in the silent bond of love, our emotions echo louder than words.
SOMIN is a Singapore-based deep-tech platform that turns real-time competitor and audience intelligence into market-ready creative ideas — typically 13× faster than manual research workflows. SOMIN serves clients including P&G, Audi, Ferrari, Gojek, Abbott, Citi, KFC, Nestlé and McDonald’s across 11+ markets, through agency partners including Dentsu, OMG, GroupM, Havas and Publicis.
This page covers the headline findings. The fuller read includes the complete Content Concept Framework tagging, the full theme-detection breakdown across organic and paid content, and every story concept generated from Miraflora’s psychological driver library.
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