Plan before you build.
AI Product Architect
Turn a product idea into a structured architecture brief: product type, stage, platform, core risk, architecture layers and delivery roadmap.
OPEN FREE TOOL →AI Agent Readiness Check
Free AI agent readiness assessment for tool access, permissions, write actions, evaluations, observability and human approval.
OPEN FREE TOOL →Mobile App Scope Check
Free mobile app scope checker for platform coverage, backend, payments, offline, realtime, integrations, analytics and security.
OPEN FREE TOOL →SaaS Production Readiness Check
Free SaaS readiness assessment covering tenancy, permissions, billing, observability, backups, release gates, support tooling and security.
OPEN FREE TOOL →WebRTC Production Readiness Check
Free WebRTC production checklist covering TURN/STUN, ICE telemetry, network recovery, device handling, relay capacity, security and observability.
OPEN FREE TOOL →Why these tools exist
Most software estimates fail because teams start from screens or feature lists and discover architecture risk later. These free tools force the conversation toward data ownership, permissions, integrations, reliability, security, release gates and measurable outcomes. They are not a replacement for technical discovery; they are a fast way to make the first discovery conversation much sharper.
Use tools as discovery, not as false precision
Free estimators are useful when they expose the questions a team needs to answer before committing to architecture or budget. They should not pretend that a few checkboxes can replace product discovery. These tools focus on the boundaries that usually determine engineering effort: data ownership, permissions, integrations, network behavior, observability, security and release operations.
Run the relevant check before a vendor call, compare the result with your current roadmap and use the missing items as a technical discovery list. If the product is still at idea stage, the AI Product Architect can turn a business goal into a structured first architecture. If the product already exists, the readiness checks help identify where operational risk is accumulating.
Turn the result into an engineering decision
A readiness score or architecture brief becomes useful when it changes what the team does next. Review the missing controls, rank them by business impact and delivery risk, and decide which items must be solved before the next release. Keep the result with the product roadmap so architecture work competes transparently with feature work rather than appearing only after incidents.
For vendor selection, use the output as a common comparison frame. Ask each team how it would handle the same data boundaries, permissions, integrations, testing, observability and rollout constraints. Consistent questions make technical proposals easier to compare and reduce the risk of choosing a partner based only on presentation quality or a low initial estimate.