Software, AI systems,
and technical advisory.
Custom software, dashboards, web platforms, AI systems, and practical advisory for teams that need clear decisions, reliable delivery, and modern engineering capability. We help leadership teams stay current with a market moving at lightning speed, then build and harden systems on Google Cloud with testing, evals, and observability built in from the start.
More than data. More than theory.
That can mean customer-facing websites, internal dashboards, machine learning systems, web scraping infrastructure, AI workflows, or technical guidance for a leadership team trying to stay current. We use current tooling like Google ADK, Vertex AI, LangGraph, and MCP where it helps, but the focus stays on business outcomes, operational reliability, and shipping work that holds up.
Build
Software and AI systems
Customer-facing web platforms, internal dashboards, automation workflows, data products, and AI systems built to run in production.
Advise
Technical clarity for leadership
Practical guidance for founders, operators, and executive teams who need to understand fast-moving AI concepts and make grounded decisions.
Stabilise
Audits, hardening, and rescue
Code, infrastructure, delivery, and security reviews for products that need stronger foundations before the next stage of growth.
Deep dives
01
Data Pipelines & Web Scraping
Turn the public web into a structured, queryable feed.
02
AI Forecasting & Machine Learning
AI models that turn raw data into decisions you can act on.
03
AI Agents & Copilots
Tool-using agents that reason, plan, and act on your data.
04
Workflow Automation
Event-driven pipelines that connect your systems end to end.
05
AI Consulting & Executive Advisory
Help leadership teams make sense of a fast-moving market.
06
Technical Audits & System Rescue
Stabilise fragile systems before they become expensive problems.
Data Pipelines & Scraping
Turn the public web into a structured, queryable feed.
We build production web scraping systems and data pipelines for teams that need live market data, competitor monitoring, price intelligence, listings, filings, reviews, and other public-web signals. Every scraper is designed for production from day one: anti-bot handling, schema drift protection, retries, observability, and data quality checks included.
Capabilities
- →Large-scale web scraping with Playwright
- →Anti-bot and rate-limit handling
- →Structured extraction and enrichment with LLMs
- →Change detection and diffing
- →Event-driven ingestion on Pub/Sub
- →BigQuery warehousing and analytics layers
- →Data quality checks and schema validation
- →Scheduled and real-time pipelines
Best fit
Competitor monitoring, market intelligence, and live external data feeds
Dashboards and web products that depend on reliable public-web data
Teams replacing manual research and reporting with repeatable systems
AI Forecasting & Prediction
AI models that turn raw data into decisions you can act on.
We design, train, and deploy machine learning and AI systems for forecasting, predictive analytics, anomaly detection, and custom decision support. These are production systems, not notebooks: shipped as APIs, evaluated against real business outcomes, monitored after launch, and built to improve over time.
Capabilities
- →Time-series forecasting (prices, demand, churn)
- →Custom AI model training with PyTorch
- →Fine-tuning open-weight and proprietary models
- →Evaluation harnesses, benchmarking, and regression tests
- →Anomaly and outlier detection
- →Model serving via Vertex AI and Cloud Run
- →MLOps: experiment tracking, CI/CD, monitoring
- →Applied AI research and R&D engagements
Best fit
Forecasting, planning, and decision support workflows
Products that need machine learning tied to measurable business outcomes
Teams that need evaluation, monitoring, and model improvement over time
AI Agents
Tool-using agents that reason, plan, and act on your data.
We build AI agents that can search, retrieve, reason, call tools, and complete multi-step workflows inside real products. Our agent systems are built with modern frameworks like Google ADK, LangGraph, and Model Context Protocol (MCP) where they fit, then deployed on Google Cloud with tracing, evaluations, guardrails, and human approval flows.
Capabilities
- →RAG architectures with vector and hybrid search
- →Google ADK and LangGraph agent systems
- →Tool use and function calling across APIs
- →MCP client and server integrations
- →Multi-step planning and multi-agent orchestration
- →Document extraction and structured outputs
- →Memory, retrieval, and context management
- →Guardrails, cost controls, tracing, and evals
- →Human-in-the-loop approval flows
- →Custom dashboards, admin tools, and internal copilots
Best fit
Internal copilots, ops tooling, and document-heavy workflows
Teams that want agent capability without sacrificing control and oversight
Products that need tool use, approvals, and clear operational guardrails
Workflow Automation
Event-driven pipelines that connect your systems end to end.
We build workflow automation systems that connect CRMs, spreadsheets, ticketing tools, email, Slack, internal APIs, and AI services into one reliable flow. That can mean scheduled jobs, real-time events, agent-triggered actions, or approval-based back-office workflows with retries, audit trails, and monitoring.
Capabilities
- →Event-driven pipelines on Pub/Sub and Cloud Workflows
- →CRM, spreadsheet, and ticketing integrations
- →Email, Slack, and webhook alerting
- →Scheduled batch jobs and real-time triggers
- →Retry, dead-letter, and observability patterns
- →Low-code glue with n8n and Zapier where it fits
- →Audit logs and approval gates
- →Internal dashboards for ops teams
Best fit
Back-office processes with too many manual handoffs
Cross-tool operations that need reliable alerts and approvals
Teams trying to reduce repetitive operational load without creating fragility
AI Consulting & Executive Advisory
Help leadership teams make sense of a fast-moving market.
AI is moving fast enough that many leadership teams are being asked to make decisions on concepts, vendors, and architectures they have only just encountered. We help founders, CEOs, COOs, CTOs, and product leaders stay current, understand what matters, and turn fast-moving trends into grounded technical and commercial decisions.
Capabilities
- →Executive briefings on AI trends and market shifts
- →Plain-English explainers for agents, RAG, MCP, and model choices
- →AI opportunity mapping across product, ops, and data teams
- →Build-vs-buy and vendor selection guidance
- →Architecture, roadmap, and sequencing advice
- →Board-ready memos and stakeholder communication
- →Workshop facilitation and internal team enablement
- →Commercial and technical risk framing
Best fit
Founders and operators assessing where AI fits commercially
Leadership teams translating AI trends into decisions they can back
Roadmap, vendor, and architecture decisions under time pressure
Technical Audits, Hardening & Rescue
Stabilise fragile systems before they become expensive problems.
We audit applications, infrastructure, AI systems, and security posture for teams that need a clear view of risk before scaling further. That includes code audits, cloud and delivery reviews, scraping exposure analysis, and rescuing rapidly assembled AI-assisted apps by turning them into maintainable, testable products.
Capabilities
- →Codebase, architecture, and delivery audits
- →Cloud infrastructure and deployment reviews
- →Security and threat-surface assessments
- →Scraping resilience and anti-bot exposure reviews
- →Reliability, performance, and cost audits
- →Test coverage gaps and hardening plans
- →Rescue of AI-assisted MVPs and internal tools
- →Refactoring plans from prototype to production
Best fit
Fragile MVPs and internal tools before they become bigger problems
Teams with cloud spend, reliability, or security concerns
Leadership teams needing a hard truth on code, infrastructure, and delivery risk
Fast shipping, but with testing built in.
Modern AI tooling lets small teams move much faster, but that only matters if the result is stable. Our work includes code review, evaluation harnesses, regression testing, tracing, alerting, and production monitoring so the system keeps working after launch.
If you're looking for one team that can handle dashboards, web platforms, AI systems, executive advisory, code and infrastructure audits, Google Cloud delivery, and operational handover in one place, that's the gap we're built to fill.
Open to aligned owner-share projects.
For a small number of serious opportunities, we're open to structured owner-share or equity-aligned engagements where the investment is real and incentives are properly aligned.
We're comfortable taking products from inception through launch, iteration, and early recurring revenue. If the ambition is real and the execution plan is credible, we're happy to have that conversation.
Do you provide AI consulting for leadership teams?
Yes. We work with founders, CEOs, COOs, CTOs, and product leaders who want practical guidance on AI trends, tool choices, architecture options, and where AI can create a real commercial advantage.
Can you work with Google ADK, LangGraph, and MCP?
Yes. We use the right orchestration approach for the job, including Google ADK, LangGraph, and Model Context Protocol (MCP) integrations when they improve reliability, tool access, or speed of development.
Do you perform code, infrastructure, and security audits?
Yes. We audit applications, cloud infrastructure, delivery pipelines, and security posture, then turn the findings into a prioritised plan for stabilisation, hardening, and delivery.
Can you rescue AI-assisted MVPs or quickly assembled internal apps?
Yes. We often step into products that shipped quickly and now need proper structure, testing, reliability, and operational discipline before they can scale.
Do you test AI systems before launch?
Yes. We treat testing as part of shipping. That includes code review, evaluation harnesses, regression checks, observability, and manual review flows for high-risk agent actions.
Are you open to owner-share or equity-aligned projects?
For a small number of serious opportunities, yes. We are open to structured owner-share or equity-aligned engagements where the investment is real, incentives are aligned, and the path from inception to early recurring revenue is credible.
Not sure where to start?
Tell us what you're trying to build. We'll tell you what we'd recommend.
Get in touch