We are a global revenue management company managing pricing and online distribution for 2,000+ holiday homes and hotels. Every day, we process large volumes of operational, pricing and market data to help our clients maximize revenue. We're looking for an experienced application development team to build the next phase of our AI-driven decision platform. Project overview What we have: We already have a working platform that ingests data from multiple source systems using APIs and scrapers, and displays the data through dashboards. What we need: The next phase is to build an intelligent action engine that can: - Ingest additional data points from multiple source systems. - Analyse the combined data and generate clear, precise, actionable recommendations. - Maintain a history of actions taken and their outcomes. - Learn over time by identifying which actions produced positive results and which had negative impact. - Power an AI agent that assists in deploying approved actions into live systems. The platform must also support: - Role-based approvals and workflows. - Action assignment and forwarding. - Live deployment of approved actions. - Status tracking and audit history. - Sophisticated dashboards for actions, decisions and operational visibility. This is a highly data-sensitive application. It directly influences pricing strategy, where even small deviations can have a significant impact on revenue and profitability. Accuracy, reliability, security and production-grade engineering are essential. Current Tech Stack LayerTechnologyFrontendAngularBackendFastAPI (Python Async)DatabasePostgreSScrapingPlaywright + Chrome ExtensionData APIsRapidAPI + PriceLabs feedsAIOpenAI LLM + VisionCloud HostingAzure Container AppsStorageAzure Blob Storage Timeline: 2 months. Please reach out if you have previously delivered a similar AI-enabled, data-intensive decision support, pricing, analytics or workflow automation platform.

If you want to build “just another backend,” this isn’t it. The concept and shell is in place - we need a team that takes it to the next level and make it GTM ready. We’re building an AI‑driven intelligence engine for the global short‑term rental industry — something that thinks, analyzes, and reasons across hundreds of properties per operator. If that excites you, keep reading. What you’ll actually own (high‑stakes, high‑impact): - Architect async Python systems (FastAPI + background workers) built for high‑concurrency scraping, API ingestion, and nonstop AI processing. - Build authenticated ingestion pipelines that merge scraping (Playwright) + APIs into a fault‑tolerant, auto‑recovering data engine. - Model and normalize multi‑source OTA data into clean canonical schemas with versioned snapshots and multi‑tenant isolation (MongoDB). - Design AI reasoning pipelines, not chatbots — multi‑stage LLM + vision workflows that produce structured, deterministic JSON and operator‑ready insights. - Run image understanding, semantic matching, comparative analytics, and review sentiment clustering at scale using OpenAI’s latest text + vision models. - Orchestrate complex background systems with cron-driven pipelines, idempotent jobs, progress tracking, and event-driven enrichment queues. - Deploy cloud-native microservices (Azure Container Apps) that autoscale under burst loads from scraping, AI inference, and analytics generation. - Transform high-dimensional OTA + market data using pandas/NumPy into metrics, forecasts, benchmarks, and export-ready analytics.

Hey everyone , I’m Cain. I help entrepreneurs and business owners scale with GoHighLevel by automating funnels, sales, and client management. Excited to connect and share value here!

Here's a demo calls of our voice AI for The Courthouse Hotel, based in Ontario, Canada. It straight away does almost 70-75% work of a front desk representative, such as booking reservations, answering inquiries about the services, pricing or facilities, checks-in and -out for the guests. WHILE, it just costs the 6-7 week salary of a front desk representative AS A ONE-TIME PAYMENT. While specializing in the art of boosting customer experience, this voice agent is totally customizable for each hotel's way of operation. Here I present you- SARAH. will be open to sharing the workflows or prompts for anyone who needs them.

Curious to know from you all — what’s your go-to tool for outreach, and how has your experience been with it?