Independent studio · Estonia-based · for small product teams
AI reliability, lean operating systems, and security-first software for small product teams.
ToppyMicroServices helps founders, operators, and security-conscious product teams run AI-enabled workflows with explicit decision boundaries, independent evaluation, and low coordination overhead.
Best fit for internal tools, reviewable reporting, and business-sensitive workflows where clarity matters more than platform sprawl.
Ultra-lean by construction. Reliability by measurement.
Services
What Toppy delivers
We scope around concrete outputs: operating maps, evaluation criteria, reporting loops, and conservative software surfaces.
AI Workflow and Operating Design
Workflow design, decision boundaries, documentation structure, and automation architecture for teams that want leverage without uncontrolled process sprawl.
Typical outputs: operating map, reporting loops, handoff rules, and implementation priorities.
Vendor-neutral AI Evaluation & Governance
Independent evaluation design for LLM systems: failure-mode analysis, calibration thinking, audit-ready reporting, and evidence aligned with governance needs.
This is where AuditLoop, measurement logic, and reviewability come together.
Security-first Software Surfaces
Conservative product design for business environments that value reduced attack surface, reviewable defaults, and explicit feature enablement.
Best fit for internal tools, productivity surfaces, and controlled extension ecosystems.
dmarc4all — Email Authentication Assurance
DMARC/SPF/DKIM policy design, alignment checks, and reporting setup for teams that want stronger email trust without building the operational plumbing themselves.
Proof
Public proof you can inspect
We do not ask visitors to trust positioning alone. Public artifacts show how we think, what we measure, and what is already useful versus still exploratory.
AuditLoop — AI reliability and governance
Boundary-first, closed-loop evaluation for LLM applications with a focus on measurable quality, stability, and audit-ready evidence.
Thermo-Credit theory and dashboard
Exploratory economic research on credit dynamics, paired with a public dashboard and theory note so the model can be inspected rather than merely asserted.
RFC quizzes as engineering evidence
Spec-driven educational pages for HTTP, TLS, and QUIC. They are not the business itself, but they do demonstrate disciplined explanation, information design, and maintenance.
Products
Products and public tools
Selected software surfaces published by ToppyMicroServices. Each one is intentionally narrow, reviewable, and built for business use rather than consumer-style sprawl.
VSCode PDF Viewer Secure
Security-first, offline-first PDF viewing for Visual Studio Code. Built for environments that prefer conservative defaults, reduced attack surface, and explicit feature enablement.
YOLOZU
Public Python package archived on Zenodo with stable software and manual records. The packaging and archival trail are part of the value proposition.
dmarc4all
Email authentication assurance for teams that want DMARC/SPF/DKIM setup and reporting without turning it into an internal side project.
Company
Who we serve and how we work
Who Toppy is for
ToppyMicroServices is built for small product teams, technical operators, and founders who need AI-enabled workflows they can still explain, review, and run without a large coordination layer.
The strongest fit is business-sensitive internal tooling, evaluation workflows, and conservative product surfaces where accountability matters.
Professional stance
We are an independent Estonia-based company focused on operating design, AI evaluation, and conservative software delivery. Public proof artifacts, product pages, and policy pages are part of the company surface, not afterthoughts.
We keep exploratory research clearly labeled as exploratory, and we do not market certifications or guarantees we do not hold.
Contact
Start with one concrete operating constraint
General inquiries
Email: info@toppymicros.com
Best for project inquiries, partnership discussions, and questions about public products or research artifacts.
Useful context to include
Tell us what decision or operating constraint you are trying to improve, what needs to remain reviewable, and whether the work is primarily about AI evaluation, operating design, or software/product surface.
Security reporting and product support already have dedicated routes on the contact and policy pages.