Turn product intent
into living architecture.
Avylo understands your system, resolves important decisions, and keeps software architecture connected to the reasoning behind it.
From product intent to Architecture V1.
Not a questionnaire. Not a chatbot transcript. A continuous synthesis of your goals into one living architecture model.
Product Intent
Provide an unstructured idea, PRD, requirements brief, or supported source document. No rigid form wizards.
Deep Extraction
Avylo proactively infers domain actors, workflows, data boundaries, and non-functional constraints before asking.
Material Decisions
Presents exactly one high-impact decision at a time, backed by explainable trade-offs and recommended defaults.
Living Architecture V1
Preview and approve one living architecture model. Topology, decisions, evidence, and exports are derived from that authority.
Infer before asking.
Never interrogate.
Chatbots ask endless tedious questions. Form wizards force you into rigid boxes. Avylo proactively infers reasonable engineering defaults from your context, asking only when an architectural divergence materially alters your system.
Fleet Dispatcher & Mobile Driver
Separated execution roles with scoped JWT claims
High-Throughput GPS Stream
12,000 pings/sec · Partitioned buffer pipeline
SOC2 Type II & 99.9% Uptime
Auditable mutation trails with tenant-isolated logs
PostgreSQL with Row-Level Security
Inferred baseline for multi-tenant isolation
One high-impact architectural decision at a time.
Architecture isn’t made by clicking a button. It is shaped by explicit technical trade-offs. Avylo presents decisions with clarity, recommended defaults, and explainable consequences.
How should organizations isolate tenant data across shared clusters?
This choice affects tenant boundaries, compliance posture, disaster recovery scopes, and database schema migrations.
Best balance of operational simplicity and cost efficiency for early multi-tenant scaling. Enforces tenant isolation at the database layer with zero schema migration fragmentation.
Strongest isolation boundary for regulated tier-1 enterprise customers, but introduces significant operational overhead for pooled schema migrations and cross-tenant analytics.
Everything connects back to Why.
Diagrams show what exists. Avylo helps explain why it was chosen by linking architecture elements to the stored requirements and confirmed decisions that support them.
Illustrative example
Requirement
Tenant Isolation
Customer data must never leak across organizations (SOC2 §4.2)
Capability
Scoped Execution
Tenant-scoped query broker with verified organization token headers
Decision
PostgreSQL RLS
Row-Level Security policy with automated tenant_id scoping
Component
tenant-db
Managed PostgreSQL 16 with TimescaleDB telemetry extension
Lineage Evidence
Grounded Authority
Stored source and decision references attached to the architecture element
The workspace is the product.
A dark, spatial workbench engineered for serious technical founders and architecture teams. The architecture model is the authority; diagrams, dependencies, and health are derived.
Fleet Dispatch Dashboard
Next.js 16 · WebSockets · Tailored GIS
Telemetry Worker
Go · Apache Kafka · Partitioned stream
Geofence & Alert Service
Node.js · Redis Cache · Alert Engine
Tenant PostgreSQL
TimescaleDB · RLS Enabled · Encrypted
Telemetry Worker
Go · High-Throughput IngestionWhy does this exist?
Buffers high-frequency GPS ping spikes before domain database writes, preventing connection pool exhaustion and ensuring 99.9% uptime.
Architecture evolves with your product.
Static diagrams rot on day one. Avylo tracks revisions, confirmed trade-offs, and creator changes without producing competing versions of truth.
Architecture V1
Initial synthesis from user brief. Monolithic database with basic worker threads.
Architecture V2
Accepted Row-Level Security isolation. Partitioned telemetry ingestion decoupled from primary DB.
Architecture V3
Current approved topology with recorded evidence and revision history.
Engineered for technical leaders.
Built for the people who decide what gets built and why.
Technical Founders
Move from product intent to a credible Architecture V1 in minutes, avoiding early architectural traps, unnecessary complexity, and expensive rewrites.
CTOs & Architects
Keep technical decisions, team ownership, and implementation connected to one living source of truth across product iterations.
Product & Engineering Leads
Connect product requirements to architecture decisions and keep the next unresolved choice visible.
Design your next architecture with Avylo.
We are working directly with technical founders and engineering leaders to perfect AI-native architecture modeling. Request your private alpha invitation.