Production-grade AI & automation

Build intelligent systems. Automate what matters. Measure outcomes.

RRK Technologies delivers AI-driven automation, multi-cloud data pipelines, and full-stack testing for technical teams.

Production-grade automation

We scope, build, and deliver measurable automation outcomes for technical teams.

Clear scope → Fast delivery → Measurable results

Data pipelines - ingestion to intelligence

From ingestion through analysis to delivery. Built for StockLight. Applied to client systems: finance ops, marketing, support.

Reference pipeline

  • 1
    Ingest - RSS, APIs, scrapers, uploads, webhooks
  • 2
    Normalize - schema mapping, dedup, enrichment
  • 3
    Store - Database tables, vector embeddings, partitions
  • 4
    Analyze - AI signals, topic modeling, entity linking
  • 5
    Agents - decision units that select tools and produce outputs
  • 6
    Deliver - APIs, dashboards, alerts, exports

StockLight style snippet

symbols -> events -> features -> narrative
alerts -> watchlists -> personalization
api -> web -> discord/telegram

We productize this for finance, ops, marketing, and support use cases.

Market clarity for people who think before they act

StockLight helps you understand what actually changed in the market, why it matters, and whether you should care.

Daily clarity

Short, structured briefs that explain what happened and why it matters.

Context over headlines

Events are connected across symbols and sectors so you see the bigger picture.

Decision-ready insight

Insights you can explain in one sentence, to yourself or to someone else.

Personal relevance

You see what matters to your names, not everything that happened.

Delivered where you are

Access insights via web, Discord, or Telegram. No new habits required.

What we don't do

No price targets. No hype. No buy/sell signals. No replacing your judgment.

Explore StockLight
What We Do

Scope. Ship. Measure. Improve.

From automation quick wins to data platform work, designed for measurable impact.

UI & API automation

Resilient selectors, page-object discipline, deterministic flows. Built for maintainability at scale.

AI agents

Clarify intent, choose tools, execute with guardrails. Evaluation and human-in-loop where needed.

Multi-cloud backends

GCP, AWS, Azure. FastAPI, Docker, queues, schedulers, observability. Cost-aware architecture.

Data pipelines & testing

Ingest, normalize, store, analyze. Multi-layer testing. From ingestion through insights—end to end.

Quality gates

Web, API, mobile, data checks. Gated CI and safe rollbacks. Ship with confidence.

Training & playbooks

Internal standards, pairing sessions, and frameworks your team can own and extend.

RRK Locator

Tests that find elements reliably and fix themselves when pages change. Less maintenance. More confidence.

What you get

  • Selectors that work across different testing tools
  • Tests that adapt when your UI changes
  • Clear explanations when something breaks
  • Less time fixing tests, more time shipping features
Work with RRK

Built by people who test

Built by RRK Technologies. Used internally. Designed by people who maintain their own test suites.

Focus on outcomes

Less time spent on maintenance

More confidence in deployments

Clear understanding of failures

Let's build something better

Book a discovery call. We will scope a compact, high impact automation track and ship a measurable result.

Work with RRK

Scope an automation project and get a measurable outcome.

Contact by email
We reply from info@rrk-technologies.com