Independent AI evaluation, reviewable workflows, and conservative internal tools for small product teams
ToppyMicroServices helps founders and technical operators evaluate model behavior, design reviewable human-model workflows, and ship conservative internal tools that remain inspectable after launch.
Typical engagements end in concrete working artifacts: operating maps, evaluation criteria, audit-ready reports, and implementation plans that a small team can actually run.
Public proof artifacts support the work. Exploratory research is labeled separately below.
Services
What you can hire Toppy for
The core offer is practical work that usually ends in concrete operating artifacts: workflow maps, evaluation criteria, audit-ready reports, and conservative implementation plans.
AI Workflow Design
Design reviewable workflows for small teams that need leverage without operational sprawl.
Typical outputs: Operating map, handoff rules, reporting loop, implementation priorities.
Best fit: Internal workflows, approval chains, reporting pipelines, and team processes involving LLMs.
Independent AI Evaluation
Build vendor-neutral evaluation logic for LLM systems with explicit criteria, failure-mode analysis, and measurable evidence.
Typical outputs: Evaluation criteria, benchmark plan, calibration review, audit-ready report.
Best fit: Teams choosing models, validating risks, or preparing governance decisions.
Security-First Software Surfaces
Design or ship conservative software surfaces for business-sensitive environments where reviewability and reduced attack surface matter.
Typical outputs: Feature policy, enablement boundaries, internal tool recommendations, implementation direction.
Best fit: Internal tools, controlled extensions, and offline-first or reduced-risk productivity surfaces.
Outcomes
What a project usually produces
The outputs are meant to reduce ambiguity. They make the workflow, the evidence, and the next implementation step easier to review.
Operating map
Shows where humans, models, approvals, and reporting loops should meet in the workflow.
Evaluation criteria
Defines success conditions, failure modes, and escalation logic for model behavior or workflow quality.
Audit-ready report
Summarizes findings, evidence, tradeoffs, and recommendations in a format suitable for internal review.
Conservative implementation plan
Prioritizes the next build steps, enablement boundaries, and product-surface decisions.
Approach
Why teams trust the approach
The credibility story is factual: independent judgment, public artifacts, and a clear boundary between production work and exploratory research.
Independent and vendor-neutral
Recommendations are not tied to a platform reseller model or a single model vendor.
Public proof artifacts
Papers, public tools, and software surfaces make parts of the operating logic inspectable.
Security-first defaults
Reviewability, explicit boundaries, and reduced attack surface are treated as design constraints.
Research kept distinct
Buyer-facing services, public products, and exploratory work are labeled separately so the offer stays clear.
Proof
Proof and public artifacts
These artifacts are not the service itself. They are public evidence of how Toppy documents reasoning, measures systems, and maintains inspectable technical surfaces.
Client-relevant proof artifacts
AuditLoop — AI reliability and governance
Boundary-first evaluation for LLM applications with measurable quality criteria, failure-mode analysis, and audit-ready reporting logic.
Public learning assets
RFC quizzes as engineering evidence
Spec-driven educational pages for HTTP, TLS, and QUIC. They are not a buyer-facing service, but they do demonstrate disciplined explanation, information design, and long-term maintenance.
Products
Products and managed services
These are directly explorable public products or managed public services. They are not custom client engagements, and they are separate from exploratory research.
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.
dmarc4all
Managed DMARC/SPF/DKIM setup and reporting for teams that want a maintained public service rather than a custom consulting engagement.
Research
Research and exploratory work
This material is intentionally labeled as exploratory. It shows how Toppy works through open questions, but it is not presented as a core buyer-facing service.
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.
Company
Who we serve and how we work
Who Toppy is for
ToppyMicroServices is built for founders, technical operators, and small product teams that need reviewable workflows they can still inspect, explain, and operate after launch.
The strongest fit is internal tooling, evaluation workflows, and conservative internal tool 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.
We keep exploratory research clearly labeled, and we do not market certifications, customer logos, or guarantees we do not hold.
Contact
Start with the blocked decision
Tell us what decision is blocked, what must remain reviewable, and whether the work is mainly about AI evaluation, workflow design, or a security-sensitive internal tool.
Not sure where to start? Send one sentence describing the bottleneck, constraint, or review requirement.