Design Engineering

Runwise Studio

Runwise had 1 designer and 3 queues: branded water usage reports for sales, a product audit that ran on judgment alone, and collateral that had to match a brand system I had just rebuilt. Studio is the design production agent I built with David, a senior engineer, to take the queue. It executes inside that brand system, and I stay in the loop as the designer who decides. Launched Aug 31, 2026 for the sales and product teams.

Role
Lead Product Designer
Project type
Zero to oneAI agentInternal tooling
Tools
ClaudeVercelSlackPostHogGitHub
The Challenge

1 designer, 3 queues

Every request was real and hand assembled. A sales rep needed a branded water usage analysis for a prospect and got it days later, built from a spreadsheet and a template. The product audit I started in 2024 depended on me noticing problems, so it moved at the speed of my attention. And every deck, one-pager, and report was a chance for the brand system to drift, because the people producing them were not the person who built it.

Runwise runs in 10,300+ buildings, so the data behind those reports exists. What was missing was a way to turn it into finished, on-brand work without a designer doing every step by hand, and without handing the brand to a model that would produce the generic output everyone recognizes on sight.

The Strategy

A designer, not a chatbot

Studio's identity is a product and brand designer, modeled on how I work, not a coding helper or a chatbot. That decision set the rules. Brand and content are prescriptive: the agent knows the brand system cold. Product analysis is a dialogue: the agent proposes, I steer, and it does not prescribe fixes it has not discussed.

It also cannot ship on its own. Every output routes through a human designer before it leaves, and findings go to shared channels, not private messages, so the team sees what I see. I wrote the internal launch note around that boundary: Studio is an extra set of hands for the output. The taste and the why stay with me.

  • PostHog is read only It analyzes product and marketing data. It cannot write to either.
  • Shared channels, never DMs Findings post where the team can see them, so nothing routes through me privately.
  • A designer signs off Nothing reaches a customer or the product team until I have reviewed it.
  • Prescriptive on brand, dialogue on product It knows the brand system cold. On analysis it proposes and I decide.
What can Studio do? Studio is Runwise's creative production assistant studio AGENT
The Solution

Skills, tools, schedules, channels

The agent is a small file-based system. Skills are markdown: the brand system, the water analysis method, the report formats. Tools are deterministic connectors: PostHog, read only, across the app and the marketing site; Google Drive; Slack. Schedules run the recurring jobs, and Slack is the channel it lives in. It runs on Claude, deploys to Vercel on merge, and I test changes locally against real Slack threads before they go live.

What it reads, what it is, where the work lands SKILLS, MARKDOWN Brand system Water analysis method Report formats TOOLS PostHog, read only Google Drive Slack STUDIO Runs on Claude Schedules run the recurring jobs WHERE IT LANDS #marketing-requests, back to the rep Product feedback, every Friday Shared Drive folder SHARED CHANNELS, NEVER DMS DESIGNER SIGNS OFF Deploys to Vercel on merge and I test changes locally against real Slack threads first

Water reports: a rep posts building data in the marketing requests channel and tags Studio. It drafts the analysis in brand, usage against the 120 gallons per unit per day benchmark, overage, estimated savings, and hands it to me. I refine it with the agent until it is right, it goes back to the rep, and the final lands in a shared Drive folder.

One Water Report 01 REQUEST & INPUT FROM SALES REP Building data for a prospect, posted in the #marketing-requests Slack channel, tagging @studio 02 DRAFT GENERATED BY STUDIO Usage against the 120 gallons per unit per day benchmark, overage, estimated savings, written in brand voice and styled in brand system 03 REVIEWED & REFINED BY ME (DESIGNER) I check the benchmark math and cut it to the three issues that matter, then refine it visually with the agent in the thread until it is right 04 FINAL ASSET DELIVERED TO REP Back to the rep in the same thread and the final lands in the shared Google Drive folder

Rage-click report: every Friday morning Studio pulls the week's rage clicks from PostHog and posts a structured report to the product feedback channel: a summary, the top offending pages, a deep dive on the worst hotspot, and a likely fix. The lookback is 7 days by default and adjustable, and it does not resurface issues the team already knows about.

Weekly Rage-Click Report in #product-feedback Slack channel 1 SUMMARY The week's count, where the clicks clustered, and what changed since the last report 2 TOP OFFENDING PAGES Pages ranked by share of rage clicks, each with the element carrying most of them 3 DEEP DIVE ON THE WORST HOTSPOT One element in detail: what people expect it to do, and what it actually does 4 LIKELY FIX A proposed change, and the known issues held back so the report stays new
The Iteration

Three points, not ten

The first water reports were accurate and too long. The feedback from sales was that it beat having no report, and that what they actually needed was three clear points led by the issue, each with a chart. Useful and unusable at the same time.

Refining one report, in thread
I ask Studio in Slack to generate a branded water savings report, attaching the building's DEP water and wastewater bill as a PDF. Studio replies with a draft link and a Ready for design review button, and explains that it built the analysis off the DEP bill: 122 units, 170 gallons per unit per day against the 120 benchmark, 1.4x, about $39.7K modeled annual overage, flagging an estimate read as a live gap. I reply that the content is right but there is too much going on, ask for the headline to lead with the building using 1.4 times the water it should, and say it needs to be three main points with a chart each, dramatically simplified. Studio rebuilds it down to three points and flags that it used about $109 a day rather than the $800 I said, asking if I want that changed. I set the wording for the second point: Usage Jumped In January Which Indicates a Leak. Studio confirms the second point now reads Usage Jumped In January Which Indicates A Leak, pointing at the November to February read cycle where usage jumped and never came back down.

I fixed the report format skill rather than the prompt. A prompt fix repairs one report. Changing the format skill means every report after it inherits the shorter shape, and nobody has to remember the instruction. That is the pattern I kept: when an output is wrong, work out which file was wrong.

The rage-click report failed the other way. Left alone it resurfaced the same known issues week after week, which is how you teach a team to scroll past a report. The rule that fixed it lives in the skill as well: issues the team has already seen do not come back.

So the bar an output clears before I send it is written down rather than held in my head.

  • In brand Type, color and layout come from the brand system, not the model's defaults.
  • Math I can defend Usage, overage and savings recomputed against the benchmark, not paraphrased.
  • Three points, led by the issue Each with a chart. More than that and it goes back.
  • Nothing asserted we have not discussed On product analysis it proposes. The fix is a decision I make.
The Impact

The audit gets a data source

The first report reframed the product audit. 40% of all rage clicks landed on the home and building pages, concentrated on the Water tab menu. The install flow's toilet tab was the next hotspot. On the marketing site, the single largest cluster sat on the fixed header logo: people expected it to navigate, and it did nothing. None of that came from a manual audit, and all of it became work I could point to.

Water reports that took days by hand now start the moment a rep asks, and every one looks like it came from the same place.

2
Workflows in production
40%
Of rage clicks traced to one menu
3
Hotspots found in the first report
7 days
Lookback per report, adjustable

Next, planned: the brand system moves into a shared repository that both Studio and my desktop tools read from, so decks, one-pagers, and reports draw from one source. When a new design decision is made, the agent opens a pull request and I approve it. The rage-click check moves from weekly to hourly.