Design Studio
From initiative to implementation design in one conversation
Describe what you want to build. Panaptico's Systems Architect scopes the work, surfaces architectural decisions, and produces a structured, handoff-ready design — in minutes, not weeks.
AWS Secrets Migration
In progress · 12 min ago
Falcon EDR Rollout
Yesterday
Okta → Entra Migration
2 days ago
Snowflake Data Mesh
Mar 18
Datadog Consolidation
Mar 15
Implementations fail in the gap between intent and execution
A week of workshops produces a doc nobody trusts
Critical decisions don’t get made until they block someone mid-build
The people who understand ‘why’ aren’t the ones doing the ‘how’
Studio collapses the workshop-to-design phase from weeks to minutes.
We need to migrate 4,000 users from Okta to Entra ID. Hybrid AD with on-prem DCs in 3 regions, about 120 SAML/OIDC apps.
Before I scope this, a critical decision. Three migration approaches — each with real tradeoffs:
| Approach | Risk | Timeline | Downtime |
|---|---|---|---|
| Big-bang cutover | Critical | 2–3 weeks | 4–8 hrs |
Phased by app groupRecommended | Low | 6–8 weeks | < 30 min / wave |
| Parallel run + cutover | Medium | 4–5 weeks | ~2 hrs |
Okta
Entra
RunbooksWith 120 apps and hybrid AD in 3 regions, big-bang is asking for a P1 at 2am. I'd strongly recommend phased. What's your appetite?
Describe the initiative. SA shapes the design.
Open-ended conversation with the Systems Architect. Best when you know the problem but not the solution. SA asks the highest-signal clarifying questions, surfaces architectural forks, and progressively shapes the answer into a structured design.
An opinionated design partner, not a chatbot
SA is grounded in your knowledge base, prior designs, vendor docs, and compliance requirements. It pushes back on ambiguity, forces tradeoff decisions, and refuses to invent names, budgets, or commitments that weren't established.
WIF eliminates long-lived credentials. Services authenticate via OIDC → STS AssumeRole → Secrets Manager. All access logged to CloudTrail with 90-day retention.
Inline UI blocks — checklists, timelines, charts, stat rows — so structured info renders as interactive UI instead of prose.
Architecture diagrams generated on-demand. When a visual communicates the idea faster than words, SA draws it — including on the first turn.
Retrieval against your knowledge base so answers are grounded in your actual environment, not generic best practice.
Converts the agreed shape into a persisted StudioDesign — the structured artifact that implementation agents pick up and execute.
A structured design, not a doc
Every SA-authored item carries provenance — why this decision, which KB documents grounded it, and a confidence level that shapes downstream auto-acceptance vs. human-review gates.
The design flows directly into Panaptico's implementation agents — or exports as a machine-readable artifact for your own tooling.
Built for the people who own the “how”
Platform & Staff Engineers
Planning a non-trivial migration or new capability, who want to compress the design phase from weeks to minutes.
CTOs & VPs of Engineering
Who need a defensible, reviewable design artifact before green-lighting an implementation.
Consultants & Partners
Who use Studio to produce client-ready implementation designs in hours instead of weeks.
Not another AI chatbot
Grounded, not generic
SA is tied to your knowledge base and refuses to hallucinate vendor behavior or invent commitments.
Opinionated
Pushes back on ambiguity the way a senior engineer would, instead of dutifully answering whatever you ask.
Structured, not prose
The output is a machine-readable design with provenance — not a doc that needs human re-interpretation.
Handoff-ready
Designs flow directly into implementation agents. The design-to-execution seam is the product.
Collapse weeks of design into one conversation
Describe the initiative. Get a structured, handoff-ready implementation design. Start building.