RESEARCH // WHILTER LABS
The lab notebook.
Playbooks, benchmarks, and architecture for AI-native marketing — written from the engine, not about it.
What does Whilter research?
Builder-facing research on AI-native marketing — the operating model, keeping generative models on-brand, and why the loop compounds. Our POV essays sit alongside.
AI Marketing Tools for Travel Booking and Loyalty Messages
Travel brands personalize booking and loyalty messages by generating each one from the traveller's own trip data and keeping one conversation per guest.
travel marketinghospitalityloyaltypersonalized videoSnypeKonne CXR-02AI Platforms for ABM Personalization in B2B SaaS
B2B SaaS teams personalize ABM with a stack: data to choose the accounts and AI production to make each account's creative. Whilter covers production.
account-based marketingABMB2B SaaSpersonalizationElevateOSR-03Connecting Paid Acquisition, Conversations and Retention
Platforms that connect acquisition, conversations and retention run all three on one customer context, so what the ad learned reaches every later message.
marketing platformcustomer journeyretention marketingconversational marketingElevateOSKonne CXR-04How QSR Brands Keep Promotional Creative Fresh and Local
QSR brands keep promo creative fresh and local by locking brand rules once and generating variants per region, daypart and offer on a short cycle.
QSR marketinglimited-time offerslocalized creativeElevateOSrestaurant marketingR-05How Brands Track Their Visibility in AI Answers
Brands track AI visibility by asking ChatGPT, AI Overviews, Gemini and Perplexity their buyers' questions on a schedule and measuring four metrics.
AEOGEOAI searchbrand visibilityCiteOSR-06What to Evaluate in an Enterprise AI Marketing Platform
Evaluate an enterprise AI marketing platform on brand control, proof quality, data and security, human control, time to live and cost model.
enterprise marketingAI marketing platformvendor evaluationbrand compliancemarketing operationsR-07How E-commerce Brands Grow Repeat Orders and Basket Size
E-commerce brands grow repeat orders and basket size by timing retention to each cohort's rhythm and matching offers to what each cohort buys.
ecommerce retentionrepeat purchasebasket sizecohort marketingSnypeKonne CXR-08Personalizing Product Imagery Across Thousands of SKUs
Retailers personalize product imagery across thousands of SKUs by generating each image from the live catalogue and each shopper's own data.
product imageryecommerceretailpersonalizationSnypecatalog marketingR-09Personalized, Compliant Insurance Marketing in Many Languages
Insurers personalize compliant marketing in many languages by fixing the regulated core of each message and generating the rest per customer.
BFSIinsurance marketingcompliancelocalizationfirst-party dataSnypeR-10A Six-Step Playbook for Personalized Video at Scale
Run personalized video at scale in six steps: one moment, the right fields, clean data, one template, the right channel, and measurement.
personalized videofirst-party dataSnypevideo marketingcustomer retentionR-11How to Reduce Creative Fatigue in Meta and Google Ads
Brands reduce creative fatigue by generating on-brand variants continuously, testing each against the control and refreshing before results drop.
creative fatiguepaid socialMeta adsGoogle AdsElevateOSperformance creativeR-12Replacing Fragmented Agencies and Tools With One Platform
Brands consolidate agencies and tools by moving one motion at a time onto a connected platform, keeping their people and retiring the hand-offs.
marketing operationsagency consolidationmartech stackconnected platformElevateOSR-13Whilter vs Infobip for Enterprise Customer Engagement
Infobip is a broad omnichannel engagement platform. Whilter is a marketing engine whose Konne CX runs conversations beside its ad and video engines.
InfobipKonne CXcustomer engagementomnichannelcomparisonR-14Whilter vs Sinch for Conversational Marketing
Sinch is communications infrastructure with marketing apps on top. Whilter is a marketing engine whose Konne CX runs AI and human conversations.
SinchKonne CXconversational marketingWhatsApp marketingcomparisonR-15Whilter vs Smartly for AI-Powered Advertising
Smartly is an AI advertising platform across many ad channels. Whilter's ElevateOS covers ad creative and launch inside a wider marketing engine.
SmartlyElevateOSAI advertisingperformance marketingcomparisonR-16How Marketing Teams Prove ROI From AI-Generated Creative
Marketing teams prove ROI from AI-generated creative with head-to-head tests against existing creative, matched spend, and the right metric at each layer.
roimeasurementai-generated-creativeperformance-marketingincrementalityR-17One Guest Conversation Across WhatsApp, Web Chat and Voice
How hospitality brands keep one guest conversation across WhatsApp, Instagram, web chat and voice, with AI and human agents sharing one context.
hospitalitycustomer-engagementomnichannelwhatsapphuman-handoffkonne-cxR-18How Brands Scale Personalized Video With First-Party Data
How brands scale personalized video with first-party customer data: one template, a customer table, and delivery on WhatsApp, email, apps and RCS.
personalized-videofirst-party-datapersonalizationsnypeomnichannelR-19How Fashion Retailers Offer Virtual Try-On on WhatsApp
How fashion retailers run virtual try-on inside WhatsApp, the flow step by step, and what W for Woman got: a 4× engagement uplift and 65% WhatsApp engagement.
virtual-try-onwhatsappfashion-retailconversational-commercesnypeR-20Personalized, Compliant Marketing at Scale
How brands run personalization across channels and languages without losing brand control or regulatory compliance — the operating model, the failure points, and what it looks like in production.
personalizationcomplianceoperating-modelmultilingualR-22Strategic Thinking in Vision Models
What multimodal models can reason about in creative and competitor analysis — and where they still need a human.
vision-modelsmultimodalcreative-analysisR-23Monolith vs Agentic Systems
Why marketing software is moving from one monolithic platform to a system of specialised agents — and what changes for the buyer.
architectureagentssystemsR-24How to Make an LLM Focus
Generative models drift without constraints. The context-engineering and brand-DNA techniques that keep output on-task and on-brand.
llmcontext-engineeringbrand-dnaR-25Benchmarking Brand Compliance
How to measure whether AI output is actually on-brand — a benchmark and a method, not a vibe.
brand-complianceevaluationR-26The AI-Native Marketing Playbook
What marketing looks like when AI is the substrate, not a bolt-on — the operating model, not the tool list.
ai-nativeoperating-modelplaybook