Miraflora: the posts worth boosting are the ones outside its own norm
Miraflora competed with bigger, better-funded CBD brands, and its posting decisions leaned on vanity metrics. SOMIN benchmarked its content-verse against seven named rivals, read 2,745 pieces of category content and scoped a brand-specific model to flag real statistical outliers, not a top-10 list.
The content-verse benchmark
Miraflora, a challenger CBD brand up against bigger budgets
Miraflora sells CBD products in a crowded US wellness category against brands with far more traction, and its posting decisions leaned on vanity metrics. The brief: stop eyeballing “best” and “worst” posts and find genuine outliers with a brand-specific statistical method before deciding what to boost.
- ✓ Category: CBD Edibles, led by the +Balance Peach Ginger Sparkling Beverage (35mg full-spectrum CBD per can, plus vitamins and minerals).
- ✓ Archetypes: The Caregiver and The Magician; tone of voice: Playful, Inviting, Relaxing.
- ✓ Human needs: Health & Wellness, Stability, Comfort, Relaxation.
- ✓ Addressable problem: daily stress and lack of relaxation, tagged to mid-week relaxation and stressful moments.
Miraflora vs seven CBD rivals: 68.57% to 83.97% content match
Cosine similarity of Miraflora’s content against seven rivals on audiences, interests, aspirations and customer needs, scored by SOMIN’s SODA pipeline and an Azure LLM.
| 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% |
Miraflora is the 100% self-match baseline and is excluded from the rows above.
The 2,745-piece read: 526 paid ads over 6 months, 2,219 organic posts over 4 years.
Five steps from a tagging framework to a scoped virality model
Each finding traces back to a defined SOMIN process.
Framework
The Content Concept Framework tags each post’s topic, theme, archetype, tone and need.
Benchmark
Cosine similarity on the four dimensions against 7 named CBD rivals.
Theme detection
2,745 pieces of content clustered into recurring themes and the addressable problems behind them.
Story generation
A detected theme plus its psychological driver, expanded into a narrative concept by an LLM.
Virality study
Scoped: a brand-specific standard-deviation outlier model, plus page growth and engagement velocity metrics.
Miraflora’s clearest opening: content around the pet-owner bond
Theme detection across Miraflora, Charlotte’s Web, Medterra and Recess surfaced a distinct pet-wellness thread.
Natural Solutions for Pet Wellbeing
The biggest theme: pet owners seeking natural ways to keep pets comfortable, calm and stress-free, a direct bridge to CBD pet wellness.
Holistic Health & Wellness for Pets
The largest addressable-problem theme: natural and organic solutions, CBD benefits and quality time with pets. The rational case under the emotional bond.
The Pet-Owner Bond
Pets as family: their happiness, health and well-being in everyday moments, not just emergencies.
Seven psychological drivers behind pet-stress content
Two anxiety themes, Pet Anxiety & Stress (12 posts) and Pet Stress Management around holidays and fireworks (14 posts), and the mechanisms behind them.
- ✓ Fear Conditioning — past bad experiences or under-socialization teach fear of fireworks or thunderstorms.
- ✓ Separation Anxiety — distress when apart from owners, especially during holiday travel or loud festivities.
- ✓ Social Learning — pets learn from owners’ behavior to link certain events or places with stress.
- ✓ Generalized Anxiety Disorder — a predisposition to broader anxiety, worse in loud or unfamiliar settings.
- ✓ Lack of Predictability — pets need routine, so sudden holiday or travel changes cause stress.
- ✓ Inadequate Environmental Enrichment — low mental stimulation leaves pets more prone to boredom and anxiety.
- ✓ Owner Stress Transfer — pets mirror or absorb their owners’ stress, especially in busy periods.
Three Miraflora findings on outliers, rivals and pet wellness
Miraflora’s team knew likes do not show what to boost next. Posts performing outside the brand’s own normal range do: statistical outliers, not a list picked by eye.
Miraflora is closest to Recess (83.97% average match) and BRĒZ (83.64%), above all on customer needs, where BRĒZ scores 97.50%, the set’s highest. Prima sits apart at 68.57%: there is a content-verse Miraflora fits and one it does not.
The largest theme (31 posts), pet owners seeking natural comfort for their pets, bridges directly to CBD wellness. Making it repeatable needs page growth and engagement velocity tracking, then the same outlier lens on evergreen, seasonal and topical content.
Echoes of Emotion: a generated concept, not a testimonial
Generated from the Owner Stress Transfer factor behind the Pet Stress Management theme; its companion, “The Unseen Bond,” came from Separation Anxiety. Neither is a customer account or a measured result.
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.
Six pages from the 45-page Miraflora diagnostic
Real report pages, not mockups, showing the tagging, theme detection and story generation behind the findings. Click an image to enlarge it.
Tagging & Theme Detection
The posts behind the numbers
Tagging of Miraflora’s +Balance Peach Ginger post: topic, theme, archetypes and tone, down to product level.
A Charlotte’s Web pet-wellness post clustered into the 29-post theme.
The Miraflora post behind Pet Anxiety & Stress, one of the two anxiety themes.
The Miraflora post behind Pet Stress Management, the theme behind “Echoes of Emotion”.
Story Generation
Two concepts from the psychological-driver library
The illustration for “Echoes of Emotion”, from the Owner Stress Transfer driver.
The illustration for “The Unseen Bond”, from the Separation Anxiety driver.
Miraflora case study FAQ
What is a SOMIN content-verse benchmark?
How does SOMIN find outlier content instead of just “best performing” posts?
What is SOMIN’s theme detection?
Are the story concepts in this case study real customer testimonials?
What’s next for Miraflora’s content measurement?
SOMIN, a Singapore-based deep-tech platform, turns real-time competitor and audience intelligence into market-ready creative ideas, typically 13× faster than manual research. Clients include P&G, Audi, Ferrari, Gojek, Abbott, Citi, KFC, Nestlé and McDonald’s across 11+ markets; agency partners include Dentsu, OMG, GroupM, Havas and Publicis.
Built by seasoned marketers and an AI professor: the methods behind this study are peer-reviewed at AAAI, ACM Multimedia, SIGIR, WSDM and in ACM TOIS. See the research and talks.
Get the full Miraflora case study
The full read adds the complete framework tagging, the organic and paid theme breakdown, and every generated story concept.
Free PDF · No spam · Takes 15 seconds