Make a data-informed decision
Prepared datasets with source tables, methods and clear limits. Choose a $1 table, $5 visual package or $10 report.
Browse available data kitsPractical systems. Human purpose.
Building the systems so you can build up the people.
Source-linked data, useful tools, and systems that make the work clearer. Built for the people making decisions, supporting teams, and helping someone take the next step.
Los Angeles city · 2020-2024 ACS
Share of estimated homes with a computed cost-to-income ratio. Renters and owners use different cost measures; these are point estimates.
Explore the evidence and limitsStart with what you need
We connect information, context and practical ways to improve the work. Some resources are free to explore and adapt. Prepared data kits save you time gathering and organizing evidence for a decision.
Prepared datasets with source tables, methods and clear limits. Choose a $1 table, $5 visual package or $10 report.
Browse available data kitsFree worksheets, database starting points and handoff guides to adapt to your own process.
Explore workflows and templatesPrepared prompts, practical exercises and research reading paths. Define the task, check the result and keep judgment with people.
Explore prompts and AI learningThe thread through the work
Start with the decision, the people, and the place.
Keep the source, period, and missing pieces attached.
Connect what fits. Make the limits visible.
A file, a workflow, a clearer next step.
Selected work
County Data Kits · Public research
See how the answer changes when you count residents added or compare growth rates. Explore the sources for free, then download the county tables and charts for your own brief.
Breadcrumbs · Free practical resources
Workflow guides, reusable prompts, and templates for people working with AI and each other. Improve one repeated task and leave a clearer path for the next person.
StaleToast · Research and discovery
Research and repository appraisals, discovery catalogs, and dated Hot 100 charts. Follow the sources and review limits before deciding what belongs in your own work.
Context
Planning
Review and next steps
CounselorDesk · Live product
Student context, financial aid decisions, scholarship planning, award reviews, and letters. Counselors keep their judgment and the relationship.

From Archivist to Architect · Available book
A field guide for practitioners building information systems their teams can understand, maintain, and improve.
The 825 Trust Plane · Pilot
A pilot control layer for handoffs, approvals, and recovery across agents and people. Keep ownership and evidence of completion visible.
Take something useful
Free workflow worksheets, a tracker, database starting points, and exercises. No account needed. Start small, check the result, and keep what helps.
Inside the maintenance handoff
Work with The 825
Website development and ongoing support. Workflow improvement. Custom portals and operational dashboards.
Start with the people doing the work, the tools already in place, and the step that needs attention. Scope something useful that a team can maintain.
A clearer starting point
Workflow improvement, websites, custom portals and operational dashboards start with the process your team already uses. We agree on the inputs, ownership, checks and handoff before building.
Discuss a workflowThe public-data pilot starts at $249 for up to five agreed pages, 250 records and eight fields. Receive matching CSV and JSON, source links, observation dates and one correction pass. Source-fit review and written scope come before payment.
See the pilot scope and limitsUse workflow worksheets, a tracker and database starting points without an account. Breadcrumbs organizes workflows and templates. StaleToast organizes research, repository appraisals and dated discovery charts.
Browse free resourcesAgents can read public resources and process the JSON delivered with a public-data pack. Agents can prepare a county kit order for the payer and download the ZIP after payment. Custom work starts with a scope request. The Trust Plane is a pilot, not a generally available autonomous purchasing service.
Describe the repeated task, the result you need and the tools already in use. For a public-data request, include public source URLs and the fields you need. Do not send student or client records, passwords or API keys. We confirm scope, price and delivery terms before accepting payment.