Designed, built, and operated end to end. Deepest track record in publishing, casinos, and real estate.
Where We Have the Deepest Proof
Ad technology, measurement, and analytics for an international business publisher across multiple markets. Ad stacks, audience data, and performance engineering built without taxing the reader experience.
We built and operated a full casino web platform and its promotions infrastructure, backed by regulatory-aware consulting.
Machine-learning property valuation with a three-method methodology and confidence ranges, built for the Japanese market.
Outside these three, we take on any engagement where the data problem fits our stack.
AI Solutions
Machine learning and agent development without the hype: deterministic systems at the core, models where they add judgment, humans in the loop.
Machine Learning in Production: Valuation models with a three-method methodology and confidence ranges, live in our proptech platform.
Agent Development: Tool-driven agents with safety gates, like the MCP servers our own team uses daily to operate infrastructure and marketing stacks.
Agentic Knowledge: RAG and knowledge bases designed for agents, not just search. We run our own every day and build yours the same way.
LLM Features, Hardened: Rate limits, prompt-injection defence, and evals before anything ships. The AI on this site is built exactly that way.
On-Site Engineering
AI is cheap to demo and expensive to trust. In an engagement, we deploy our platforms and agents inside your infrastructure, under your rules, measure them before they act alone, and stay to run them.
Also known as forward deployed engineering.
What We Install: The safety-gated agents our own team runs daily on live infrastructure and marketing stacks, installed in your environment and connected to your tools.
Controls Built In: Read-only by default, explicit write permissions, a daily spend cap, an audit log of every action, and an off switch.
Measured Before Autonomy: A 30-day calibration where the agent proposes and your team approves, against a success metric agreed up front.
Fixed Price, Then Monthly: A results report every month, and you can stop with 30 days’ notice. Never billed by the hour.
Technology
We build platforms and we keep running them: publishing engines today, a casino web stack before.
Custom Platforms: Publishing platforms, and earlier a full casino web stack, designed, built, and operated by the same team.
Published Tooling: Our ad engine ships as an npm package that reports viewability from Google Ad Manager’s MRC-accredited measurement.
Regulated-Industry Ready: Compliance-aware builds for regulated industries like gaming, from KYC flows to audit trails.
Multilingual Interfaces: EN, ES and JA as first-class, not translations.
Cloud & DevOps
Managed infrastructure with a bill you can defend.
Managed Operations: Deploys, monitoring, backups, and incident response on Cloudflare, Kubernetes, and the major clouds, with support levels and response times agreed per engagement.
Cost Engineering: We review what you run, right-size it, and cut what you do not use.
Security & Continuity: Zero-trust access, managed secrets, and uptime monitored around the clock.
Strategy
Infrastructure first, dashboards second, opinions last.
Data Infrastructure: Warehouses, pipelines, and clean models on PostgreSQL, BigQuery, and the cloud you already use.
Actionable Dashboards: Numbers your team opens every morning, not reports nobody reads.
Media & Marketing Data
Ad technology for publishers and measurement for campaigns, with creative and execution by our sister company Double Tap House.
Ad Technology: Header bidding, Google Ad Manager setup, and viewability measurement, integrated for a publisher we have worked with for over eight years.
Performance Engineering: We look for the leaks: broken ad requests, lost impressions, and tags that quietly stop firing.
Tracking Done Right: GTM, GA4, and Google Ads wired correctly, with conversions you can actually bill against.
Data-Driven Optimization: Audiences, budgets, and bids adjusted against measured data, reviewed by humans.
Proof, Not Promises: 982 tracked conversions on a single local campaign speaks for itself.
Immersive & Spatial Computing
Adjacent capability
Spatial applications for Meta Quest 3 and Apple Vision Pro, from the 3D pipeline to the headset build.
Device-Native Builds: The same experience on Meta Quest 3 and Apple Vision Pro. The device layer differs, the content does not.
Production 3D Pipeline: We audit and condition cinema-grade 3D for standalone headsets: geometry, materials, and GPU particle systems, not import-and-hope.
Scientific Visualisation: Mechanism-of-action and other scientific experiences for professional audiences.
Straight answers to what clients ask before they book a call.
We design, build and operate data platforms, custom software and data-driven marketing infrastructure: data engineering, DevOps, product development and governed marketing stacks, delivered in English, Spanish and Japanese.
Publishing and media, casinos and iGaming, and real estate. We run an analytics platform for an enterprise publisher across six markets, have built and operated a regulated casino platform, and ship machine-learning property valuation for PropTech. Outside those three, we take engagements wherever the data problem fits our stack.
Yes. Delivery includes managed operations with 24/7 monitoring; support levels and response times are agreed per engagement.
Carefully. Our rule is: the system calculates, the AI explains, the human approves. We ship production LLM features that are rate-limited and injection-hardened, and ML valuation models with confidence ranges, and we avoid rebranding automation as "agents" when it isn’t.
Mexico City. We work remotely with clients in the United States, Spain, Japan and across Latin America, in English, Spanish and Japanese.
Yes: in an On-Site Engineering engagement we embed with your team, put our own platforms and AI agents into production inside your infrastructure, then stay to operate them, at a fixed deployment price followed by a monthly operating fee, never by the hour.
Book a call from any page or write to lab@dreamsengine.com. First conversation covers your goals and whether we’re the right fit. No deck, no obligation.
Let us show you how Dreams Engine combines data innovation
and global expertise to solve your toughest challenges.
Discuss how we fit your business needs.
See how we build data platforms and AI features that hold up in production.
Get started on your next big project.
