What people run on our models
Each one is a working pattern with the endpoints, the setup steps, and the credit maths — not a pitch. Filter by the model you're considering.
27 use cases shown
Run on our models
Patterns built directly on the hosted inference API.
Let shoppers search your catalogue with a photo
DINOv3Shoppers who spot a product in the wild, on someone else's feed, or on a competitor's site rarely know the right keywords to find it in your catalogue. Visual search closes that gap: a shopper uploads
Find near-duplicate images in a large media library
DINOv3Large media libraries accumulate redundancy fast — the same product shot re-exported at a different crop, a stock photo uploaded twice under different filenames, a banner re-saved at a lower compressi
Reverse image search against your own image library
DINOv3Reverse image search answers a narrower question than catalogue browsing: given one photo someone just handed you — a screenshot, a competitor's product shot, a customer's snapshot of a damaged item —
Extract data from documents
ChatInvoices, purchase orders, delivery notes and scanned contracts arrive as PDFs and photos, not structured data, which means someone on your team is retyping totals, line items and dates into your acco
Classify inbound messages
ChatSupport inboxes and ticket queues mix billing questions, bug reports, sales enquiries, and outright emergencies in one undifferentiated stream, and manually tagging each one before routing it to the r
Summarise long threads
ChatA support thread that ran fifteen replies deep over three days, or an hour-long meeting transcript, is expensive to read back through when someone needs the outcome without the scroll. Webanto's chat
Generate on-brand product imagery
FLUX.2-devProduct photography is one of the slowest, most expensive parts of running an ecommerce catalogue: a proper shoot means booking a studio, a photographer, and often the physical product itself, then wa
Generate editorial images at publishing volume
FLUX.2-devEvery published article needs at least a hero image, and most editorial teams need a second cropped version for social cards — yet stock photography is generic, licensed photo libraries get expensive
Moderate user-uploaded images
DINOv3 · ChatPlatforms that accept user-uploaded images — marketplaces, community forums, review sites, social apps — face a moderation problem that text filters can't touch: a stolen product photo, a duplicate li
Build a RAG chatbot
Nomic · ChatRetrieval-augmented generation lets a chat model answer questions from your documentation instead of guessing from whatever it happened to see during training. Webanto's inference API gives you both h
Semantic site search
NomicKeyword site search fails the moment a visitor's wording doesn't match your copy — someone searching 'cancel my plan' gets nothing if your help article is titled 'Manage your subscription'. Semantic s
Cluster customer feedback into themes
Nomic · ChatReading through thousands of reviews, support tickets, or open-ended survey responses one at a time doesn't scale, and a keyword tag cloud misses anything phrased unusually. Webanto's clustering use c
Marketing & growth
Workflow patterns for the Webanto marketing platform.
Recover abandoned carts
Roughly 70 percent of ecommerce carts are abandoned, and a well-tuned recovery sequence consistently brings back 10-30 percent of those would-be shoppers. Webanto's cart-recovery use case combines rea
Fix internal linking across your site
Internal linking is one of the highest-leverage SEO interventions on most sites — and almost universally neglected. Pages with zero inbound internal links rarely rank, even when they answer real queri
Schedule content across every social platform
Posting consistently to Facebook, Instagram, X, LinkedIn, TikTok, and Pinterest is a full-time job when each platform has its own composer, queue, and analytics dashboard. Webanto's social use case co
Rewrite old blog posts at scale
Most established blogs have hundreds of posts that almost-rank — pages with significant impressions but stuck at rank 5-15 because the content is stale, thin, or commodity. Webanto's content-rewrite u
Build a multi-month nurture sequence
B2B buying cycles in finance, professional services, and enterprise SaaS routinely run 60-180 days from first inquiry to signed contract. Most email platforms that handle daily broadcasts struggle wit
Consolidate your marketing stack
Most marketing teams are running an unconsolidated stack — Mailchimp for email, Buffer for social, Link Whisper or SurferSEO for content, plus a separate CRM and analytics tool — each with its own sub
Rank for local search and AI overviews
Local businesses (clinics, restaurants, trades, professional services) are increasingly discovered through AI Overviews, Google Maps, and voice assistants rather than traditional blue-link searches. T
Automate product launches and feature announcements
Most product launches are chaotic — the marketing team scrambles to write emails, the social team posts late, the sales team has no nurture sequence, and half the customer base never hears about the n
Build named author authority for AI citation
Google and AI engines increasingly cite named experts with real credentials, publication history, and social proof rather than generic brand content. Most companies still publish everything under 'Com
Reduce bounce rate and increase time on site
Most websites have 50-70% bounce rates on blog and landing pages. Visitors arrive from search or social, read 30 seconds, and leave without clicking anything else. The sites that win AI and traditiona
Migrate from Mailchimp (or Klaviyo/Omnisend) without losing data or momentum
Most companies that switch from Mailchimp, Klaviyo, or Omnisend to a more powerful platform lose 15-30% of their list to bad data, broken automations, and deliverability drops during the transition. W
Resurrect dormant customers and win-back lapsed buyers
Most companies have 30-50% of their customer list that hasn't purchased or engaged in 6-18 months. These 'dormant' customers are expensive to re-acquire from scratch, yet most brands either ignore the
Set up content pillars and topic clusters that rank and convert
The websites that dominate both traditional SEO and AI Overviews have clear 'pillar' pages that comprehensively cover a topic, surrounded by 'cluster' content that dives deep into sub-topics and all i
Optimise product feeds for Google Shopping, Meta, and AI commerce
Most product feeds for Google Shopping, Meta Catalog, TikTok Shop, and emerging AI commerce surfaces are mediocre — generic titles, thin descriptions, missing attributes, and no optimisation for how A
Run a high-performing affiliate and partner programme
Most affiliate programmes are a mess — manual tracking, late payments, generic creatives that don't convert, and no visibility into which partners are actually driving quality customers vs. one-off co