🎯 Engineering Goals 2026

Payments & Order Management

Anchor Day Β· March 19, 2026 Β· Cologne

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Why Are We Doing This?

Redcare's new leadership principles - for everyone, not just managers

#speed #ownership #innovation #collaboration #impact #customercentricity

Every goal you'll see today traces back to these.

#speed

"For the first time in our company's history, strong new players are entering our market and are intensifying the competition. Speed is essential if we want to keep innovating and continue to lead the market."

β€” Lode, CIO

What this means for us

β†’ This drives KR 1.3 - Lead Time & Flow

#ownership

"Would I spend my own money on this? That question is a healthy filter. An owner does not say 'I see the problem, but this is not my job.' If you see a defect - even a small thing like wrong spelling - call it out and find the person who can fix it."

β€” Henrik, CFO

What this means for us

β†’ This drives KR 1.4 - Ownership & North Star Architecture

#innovation

"Not novelty for its own sake. It's about constantly questioning what is possible and what can be done better. We have a strong ambition to become a truly AI-first ePharmacy - not because it's trendy, but because it enables better experiences and smarter processes."

β€” Theresa, COO

What this means for us

β†’ This drives KR 1.1 - AI Adoption and KR 1.4 - North Star Architecture

#collaboration

"Diverse in opinion, united in action. We encourage different perspectives and healthy debate, but once a decision is made, we act as one. Our greatest successes have always been driven by strong collaboration."

β€” Theresa, COO

What this means for us

β†’ This drives KR 4.1 - Export Excellence and KR 3.1 - Mentoring

#impact

"Every action makes an impact. It is not just about doing the right things. It is about showing that our actions lead to real, measurable results."

β€” Olaf, CEO

What this means for us

β†’ This is the filter for all KRs - if we can't measure it, we're not doing it

#customercentricity

"True customer obsession. This principle speaks to the heart of our mission. We are not just selling and delivering products. We are here to build long-term relationships with our customers."

β€” Dirk, CCO

What this means for us

β†’ This is the foundation. KR 2.2 - Security Hygiene and everything else serves this.

6 Key Results - The Mission

These are your goals for 2026. The "what" is set - the "how" is yours.

KR Focus Effort Tier
1.3 Lead Time & Flow Heavy Tier 1
1.4 Ownership & North Star Architecture Medium Tier 1
1.1 AI Adoption Medium Tier 2
4.1 Export Excellence Heavy Tier 1
3.1 Mentoring & Continuous Improvement Light-Medium Tier 2
2.2 Security Hygiene Light Tier 2

Tier 1 = strategic priority, significant investment Β· Tier 2 = important, lighter lift

What we're NOT doing: Platform reliability (KR 5.1), EM accountability metrics (KR 4.2), engineering rhythm (KR 3.2), product mindset (KR 5.2 - covered by 1.4). Focus means saying no.

1.3
Lead Time & Flow Tier 1

We optimize for flow over busyness.

The Good News

You are fast. When you work, you ship. PR cycle time is excellent.

~2h
Median PR cycle time (open β†’ merge)

Often under 30 minutes

4.2
Pay Zilla PRs per engineer per week

Well above industry P75

The Bad News

The waste isn't in your work - it's in the spaces between the work. Queues, dependencies, deploy batching.

KR 1.3 isn't about making you faster. It's about removing the friction between you.

1.3
Deploy Frequency ↓ trending down
↓ trending down
From 20+ deploys/week in good weeks to single digits
~9
6-month average (deploys/week)

Per Team (Sep 2025 – Feb 2026)

Team Pattern Peak Week Typical Week
Pay Zilla Consistent engine - carries most of the deploys 28 10-20
Pay Kong Bursty - 27 one week, 0 the next 27 0-3
Anvil In planning phase - about to start implementing 8 0-1

🚨 This trend needs to reverse. Target: β‰₯12 deploys/week as a floor, then β‰₯25% above baseline by Q4. Anvil will add volume as they move from planning into implementation.

1.3
The Lead Time Gap

PR cycle time says we're fast. End-to-end lead time tells a different story. Where does the time go?

~2h
PR open β†’ merge (median)

This is fast. βœ…

β†’

Queue time, waiting, batching...
~15h
Commit β†’ production (typical p50)

7Γ— slower than the PR itself

What the data shows (normal weeks, excluding outliers)

Typical lead time: median p50 of ~15 hours, ranging from 1h to 45h depending on the week.

That's not terrible - but it's 7Γ— our PR cycle time. The difference is pure waste.

Occasional spikes: Some weeks show p50 of 100-400h. These are long-lived branches or batched releases - old commits finally landing. Not real wait time, but a sign of work that sat too long.

Smaller, more frequent deploys would eliminate these spikes entirely.

Target: ≀2 hours from commit to production, consistently. That means: no batching, no long-lived branches, no queue time. Ship it when it's ready.

1.3
Targets & Guardrails

πŸ“‰ Lead Time

Baseline established β†’ β‰₯15% reduction in p50 by Q4 (DX)

Commit β†’ production

πŸš€ Deploy Frequency

Back to β‰₯12/week floor, then β‰₯25% increase by Q4 (DX)

🚦 WIP Discipline

Teams of 3-4: WIP ≀ 2 tickets in progress

Measured weekly in standup

Guardrails (don't break things to go faster)

Remember: This is a flow problem, not a people problem. You are fast. We need to unblock you.

1.4
Ownership & North Star Tier 1

Systems have explicit ownership, well-defined boundaries, minimal unmanaged dependencies.

Why This Matters

Today, invariants are enforced in the wrong services. Implicit aggregates have no owner. Orchestration logic is tangled with domain rules across service boundaries. This is what slows us down and makes changes risky.

πŸ—ΊοΈ
Domain Boundaries

Each team has a documented domain boundary: what they own, what they don't, handoff points

πŸ“Š
Coupling Inventory

Baseline by end of Q2 - catalog of all cross-boundary domain logic

The "before" picture

πŸ”§
Reduce Coupling

Misplaced domain logic β‰₯25% reduced by Q4

Invariants moved, leaked objects replaced, rules consolidated

Business outcome: Checkout feature change requires ≀2 teams involved (today: often 3-4)

⏩ We'll deep-dive the North Star Architecture this afternoon.

1.1
AI Adoption Tier 2

AI is embedded in how you think, build, review, and improve software.

The goal is better software, higher quality, faster delivery. AI is a tool to get there, not the destination. This is not about adopting AI as fast as possible - it's about using it deliberately to make your work better. That needs careful ownership and steering by you, the teams.

πŸ› οΈ Tooling & Infrastructure

  • 100% of active repos have AI-assisted PR reviews by Q2
  • AI context files (copilot-instructions.md or AGENTS.md) in β‰₯90% of T1/T2 services by Q2

πŸ“ˆ Adoption Targets

  • β‰₯75% daily AI-assisted coding usage by Q3 (DX)
  • Targeting 90% by Q4

πŸŽ“ Education

  • Each team: β‰₯1 AI Show-and-Tell per month - share real productivity wins
  • Domain-specific AI prompt cookbook with β‰₯5 patterns by Q3

πŸ“Š Business Outcome

PR cycle time β‰₯15% reduction in repos with AI context files vs. those without

Proves AI adoption -> faster delivery (DX measurable)

Who wants to own this? Someone needs to steer AI adoption across your teams - with care, not hype. Speak up if this excites you.
4.1
Export Excellence Tier 1

You are excellent. Now let's export that.

Why This Matters

I'll say it directly: you are strong engineers. The data shows it, the PR cycle times prove it, and the quality of your work speaks for itself. The question isn't "are you good?" - it's "are you making other teams better too?" Your excellence shouldn't stop at your team boundary.

🌍 Org-wide Initiatives

  • β‰₯1 engineer per quarter actively contributes to an org-wide initiative
  • Architecture guild, platform improvement, cross-domain tooling, engineering standards

πŸ”„ Cross-team Knowledge Sharing

  • Each team delivers β‰₯1 knowledge-sharing session to another domain per quarter
  • Architecture patterns, lessons learned, tooling demos

βœ… Expectations Clarity

100% of you have discussed your competency expectations - what "great" looks like at your level - in Q1 1:1s. Documented in 1:1 notes.

Who's ready to stretch? You're already strong within your team. This is your chance to make the whole org better.
3.1
Mentoring & Continuous Improvement Tier 2

We deliberately grow each other to raise our collective standard.

🀝 Mentoring Program

  • β‰₯1 mentor and β‰₯3 mentees from your teams enrolled per cycle
  • β‰₯2 cycles completed by end of year
  • P1/P2 engineers prioritized as mentees
  • P4 engineers encouraged to mentor cross-domain

πŸ“š Continuous Learning

  • β‰₯2 learning/sharing sessions per month at Open Friday, presented by you
  • Post-mortems that create learnings are shared to the Engineering Org
  • At least 1 inter-domain learning ritual established per team beyond existing formats

This isn't about ticking boxes. It's about building a culture where getting better is normal, not exceptional.

Who wants to build this? Community of practice, tech deep-dives, cross-team pairing - what format would actually work for us?
2.2
Security Hygiene Tier 2

Our response to incidents builds trust instead of fear.

Why This Matters

This is the lightweight KR. We're not building a fortress - we're making sure we can respond well when things go wrong. Trust comes from preparation, not perfection.

100%
T1 services with up-to-date runbooks in OpsLevel by Q3
30 days
Postmortem action items closed within 30 days
1 drill
Runbook drill by Q3 - pick a T1 service, simulate incident, follow runbook, fix gaps

This is achievable. Pick the service, write the runbook, run the drill. Done.

How It All Connects

These aren't 6 separate things

KR 1.3 (Flow) gets faster when KR 1.4 (Ownership) reduces cross-team dependencies

KR 1.4 (North Star) is the architecture that enables KR 1.1 (AI) context files to be meaningful per domain

KR 4.1 (Export Excellence) is powered by KR 3.1 (Mentoring) - P4s mentoring outside your domain

KR 2.2 (Security Hygiene) is the foundation - you can't ship fast if you can't respond to incidents

The flywheel: Clear ownership β†’ faster flow β†’ more time for learning β†’ stronger engineers β†’ better architecture β†’ clearer ownership β†’ ...

What I Need From You

The mission is set. Execution is yours.

πŸ™‹ Own Something

Pick 1-2 KRs that resonate. Volunteer as DRI or contributor. The goals are set - how we get there is up to you.

πŸ€” Challenge the How

If a target feels unrealistic or a measurement is wrong, say so. Propose a better way. The targets should make sense to you.

🀝 Support Each Other

PayKong's PaymentContext enables Anvil's orchestrator. Mentoring lifts all boats. Cover and move.

"The best work comes from people who feel personally responsible for making something great - not because someone told them to, but because they decided to."

πŸ’¬ Discussion

Which KR resonates with you the most?

How would you attack it?

What's missing?

30 minutes - open floor

THE 6 KRs

1.3 Lead Time & Flow

1.4 Ownership & North Star

1.1 AI Adoption

4.1 Export Excellence

3.1 Mentoring & Learning

2.2 Security Hygiene