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Focus on the 20% that drives the outcome

We put Claude into the workflows where it actually moves revenue and operations — not everywhere at once, and not as a pilot that never leaves the demo.

The 20% we start with. Lead response, order handling, support triage, reporting, exceptions and follow-ups: the work that repeats every day and carries most of the outcome. Everything else, later. It still matters, and we expand into it once the first slice has paid for itself.

Our vision: the 80/20 idea

  • Where the impact sits

    In most companies, a large share of observable business impact — revenue recovered, cost taken out, cycle time removed — comes from a small set of workflows and decisions that repeat every day.

  • Why we follow Pareto

    The rest of the work still matters, but it rarely benefits from another generic dashboard or a one-off chatbot pilot. Roughly 80% of the outcome you care about can be influenced by roughly 20% of the process surface area, if you choose that 20% with discipline.

  • What Focus20 means

    Focus20 is a literal reminder: find the high-leverage twenty percent, prove value there, then expand. AI belongs in that focused band first, built as production systems wired to the tools you already run and measured like any other business investment.

How we work with clients

Three steps, in this order. Each one is a complete piece of work you can stop after.

  1. Audit the work

    An AI and workflow audit maps where time, money and risk actually concentrate, from how the work runs rather than how it is documented.

  2. Pick the short list

    We prioritise the few workflows where automation and agents change the P&L, each with an estimate against it.

  3. Ship and hand over

    We build Claude-powered systems you can operate, observe and extend, with the runbook, so they keep working without us.

People behind Focus20 Labs

One partner who scopes it, one who ships it. Most engagements fail at the handover between the person who sold the roadmap and the people who build against it. Here there is no handover.

  • Karthick Aravindan

    Karthick Aravindan

    Co-founder, AI and product engineering

    AI/ML, GenAI and LLMs, and data engineering. Karthick builds what the audit recommends and stays until it runs in production.

    View Karthick’s profile
  • Prabu M P

    Prabu M P

    Co-founder, strategy and partnerships

    Enterprise transformation and customer success. Prabu runs the audit and owns the commercial outcome, from first workshop to measured result.

    View Prabu’s profile

Delivered from India and Germany, for teams in both and elsewhere.

Partners we deliver with

Strategy, the deal and the build rarely sit in one firm. These are the people we bring them together with, so a client still deals with one team.

  • OZRO

    Agentic AI implementation partner

    OZRO is a growth consulting firm that moves two numbers for its clients: revenue up, cost down. It coordinates four specialist firms under one engagement, and Focus20 Labs is its AI engineering partner, building the agents and automation behind the cost side.

    How we work with OZRO
  • Jamal Mohamed Kiyasudeen

    Strategy and deals partner

    Founder and Growth Architect at OZRO, with 26 years across Germany, the UK, the UAE and India. Jamal sets the strategy and shapes the deal; we build the AI that delivers it.

    Read Jamal’s profile

Credentials

Verifiable, not asserted

Partner status

  • Claude Partner Network member
  • Claude Code partner badge — verify it on Credly
  • Agentic AI implementation partner in the OZRO growth network — how we work together
  • Strategy & deals partner: Jamal Mohamed Kiyasudeen, Founder & Growth Architect at OZRO — profile
  • Delivered from India and Germany across global time zones
  • Founder-led engagements — senior advisors and the delivery engineers in one team

Start here

Find your 20%

Tell us how the work runs today. We come back with the two or three workflows where Claude pays for itself first, each with an estimate against it.