Six industry domains where modern systems, automation, and good tooling turn a business operation into something that scales.
Platform engineering compounds when the firm knows the domain. Guri works inside six sectors where the platform problems are structurally similar and where prior engagement depth applies directly.
Investor education platforms, market data integration, content-driven finance products. The hard work sits in keeping the numbers fresh and the editorial honest: what gets published has to match what the data actually says. Bilingual delivery where the audience is regional. Compliance, content moderation, and data accuracy are built in from the first sprint.
Content production pipelines, automated rendering, multi-channel distribution at modern unit costs. The system handles file conversion, formatting, and distribution so the editorial team focuses on what the audience reads, watches, or listens to. Throughput measured in hours. Every pipeline step is reviewed against what it delivers.
Consumer products with AI built in as a system component: conversational interfaces, content recommendation, intelligent search. The system treats AI as versioned infrastructure: evaluated against real outcomes, rollbackable when a model underperforms, always on the client's terms. Model decisions are documented. What ships is what the task needs.
Community infrastructure for niche audiences: subscriber management, member-generated content, moderation tools, payment integration. Specialty communities keep their audience through the quality of the experience. Retention is the metric that matters; the economics follow from it. Moderation tooling is part of the architecture from the start.
Fitness, mindfulness, nutrition, sleep, and habit platforms where the product runs on personalised content, behaviour signal, and a subscription engine that stays light. Privacy built in. Content personalised on stated preferences. The product earns the daily open by being worth it.
Workflow automation, data pipelines, dashboards, and capacity advisory for regional business operations. The digital infrastructure layer that lets a company run its back-office without a large internal IT function. Modern open-source tooling, observable and adapted to the operational rhythms of the business. When volumes spike, the system handles it.
Tell us what you're working on. We cover all six domains, and occasionally outside them.