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. We also build StockLight—clean market intelligence for clear decisions.

Two focused tracks

Automation services and StockLight—both built with the same precision and care.

RRK Automation UI, API, LLM agents, pipelines, testing
StockLight Market clarity with clean insights

Our approach

Two specialized services. Same rigor and precision.

RRK Automation

Automation that replaces manual work and makes outcomes measurable.

  • AI agents and orchestration across platforms
  • UI and API automation with resilient selectors
  • Multi-cloud backends (GCP, AWS, Azure)
  • Data pipelines and intelligence
  • Testing and quality gates
See services

StockLight

Clear market intelligence. Noise filtered. Insights ready to act on.

  • Daily briefs with context-aware analysis
  • Watchlists tailored to your interests
  • Alerts, dashboards, and personalization
Open StockLight
Automation Services

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

Ingest, normalize, store, analyze. From ingestion through insights—end to end.

Testing & quality

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.

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 - Supabase tables, pgvector 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.

Testing across all layers

Web, API, mobile, and data. Gated CI with rollback policy. Clear status for teams and leadership.

Web and UI

  • Page-object model with clear targets
  • Retries and resilient selectors
  • Visual and accessibility checks on key flows

API and contracts

  • Schema and contract testing with fixtures
  • Idempotency and error-path coverage
  • Load checks for critical endpoints

Mobile and codeless

  • Mobile flow coverage where needed
  • Codeless automation tools for non-dev teams
  • Status dashboards for clarity
Case study

Matics - automation at scale

Building an internal automation capability: framework, execution layer, and standards teams can extend and own.

Scope

  • Unified framework with page-object targets
  • Stable execution and environment controls
  • Reporting approach based on existing tools
  • Playbooks and training for internal teams
Visit Matics Work with RRK

Outcome: clearer structure, faster adoption, and easier handover. The focus was on standards and execution stability.

Faster
Delivery cadence improved
Fewer
Regressions through guardrails
Smoother
Onboarding with playbooks

Tools and IP we've built

Reusable assets adapted for your specific use case.

Web research engine

Load data via links, analyze, and synthesize. Useful for due-diligence, market tracking, and ops research.

Ingest -> Normalize -> Segment -> Summarize -> Store (Supabase and pgvector)

Voice to prompt for Cursor and copilots

Speak intent and route to the right coding assistant. Reduces ambiguity and saves time.

Audio -> ASR -> Prompt template -> IDE or agent API

Equity research dataset

Large market dataset for deep stock research and thematic scans. Powers StockLight.

Symbols -> Events and news -> Features -> Insights

Sports psychology signals

Behavioral scoring for football and sports. Momentum and decision context experiments.

Text or events -> Features -> Scoring -> Export

StockLight - market intelligence

Market noise distilled into clear insight. Daily briefs, watchlists, and context you can act on immediately.

What you get

Daily clarity
News distilled to what matters for your names
Context
How events connect across sectors and factors
Conversation ready
Insight you can explain to anyone
Personalization
Roadmap for alerts, watchlists, and portfolios
Open stocklight.io Join StockLight community

Policy and disclaimer

Information is for educational purposes only and may include AI generated content. Not an investment advisor. Always do your own research.

Provider: RRK Technologies Ltd. Contact: info@rrk-technologies.com

Let's build something better

Scope an automation project or explore StockLight for market clarity.

Work with RRK

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

Contact by email

Open StockLight

See how we turn daily market noise into calm, useful context.

Go to stocklight.io
We reply from info@rrk-technologies.com