We build reliable customer intake assistants, structured internal knowledge bases, and custom workflow apps that protect your team's time. Grounded in evidence, verified for safety, and under your control.
Each direction is a practical system, not a technology label. Pick the problem that costs attention, trust, or money first.
Customers get instant answers grounded strictly in your specs, while your team stays quiet.
Messy streams of WhatsApp/emails become structured CRM tickets ready for your approval.
Your systems answer with exact sources cited, refusing to make up assumptions.
Repetitive business communications, catalogs, and documentation are structured and validated against strict company rules before human eyes ever need to review them.
BMW 320d, brakes squeal. Price?
Subject: Return request policy
Invoice #89201 missing
Can I come this week?
Return policy query.
Is this spatial index fit?
Every operational role has a specialized RAG configuration built for exact data rules, safety boundaries, and custom output templates.
The Challenge: Repetitive, messy customer messages arriving across channels (WhatsApp, E-mail) that drown your operational staff in endless typing and follow-up data-gathering.
Our engagements are structured to protect your business. Diagnostic first, implementation plan only after risk surfaces are visible.
Legacy modules break in non-obvious ways under PrestaShop 9/9.1 due to PHP 8.x, Symfony 6.4, Hummingbird frontend, and route overrides.
Turn repetitive customer questions into structured, validated service requests. Ground communications strictly in your approved knowledge base before human handoff.
AI makes building software faster, which also makes broken workflows easier to ship. We build robust validation prototypes and custom harnesses.
Move the controls. The card shows the monthly time and management cost hidden inside repeated customer messages.
While AI speeds up initial development, it expands the validation burden. OpsBalance provides the verification layer that keeps production systems stable.
| Vulnerability Source | Technical Breakage | Production Consequence |
|---|---|---|
| AI Answers Without Evidence | Hallucinations / unverified data references | Loss of customer trust |
| Module Compatibility Assumptions | Unchecked PHP 8.x/Hummingbird integration | Broken checkout / admin |
| Untested Agent Workflows | Silent loops or unhandled API responses | Business process errors |
| Rushed Generative Code | Lack of strict interface/type validation | System instability |
| Black-box Platform Updates | API deprecation / parameter shifts | Blocked integrations / feeds |
We work from evidence, using localized test sandboxes and read-only environments. First proof comes from samples, logs, and safe test targets.
Anonymized analysis of checkout module performance under PrestaShop 9.1.1, mapping admin configuration, routing, and Smarty theme transitions.
Custom agentic evaluations that prompt systems with customer edge-cases, revealing security vulnerabilities and confidence errors before users do.
Translating complex technical concepts into clear, engaging demos, music, and performance videos, avoiding commodity AI-generated aesthetics.
System testing evaluated by strict financial and operational impact. We align software behavior directly with your core conversion goals.
Designed to be low-contact, async-friendly, and highly structured. We start small, deliver value, and build trust.
Provide a module ZIP, redacted code repository, server logs, or public URL guidelines.
We run isolated static analysis, testing matrices, and file-level risk scans.
Receive a detailed risk report, go/no-go recommendation, and transparent fix estimates.
Fixes are deployed in staging or provided as patches, only after scope and safety parameters are locked.
We respect system security. Our diagnostic services are designed to perform initial triage from isolated files, logs, and screenshots—without requiring credentials or database access.
Send an email describing the module or workflow you want validated. We respond with technical analysis and concrete risk vectors, not a high-pressure sales pitch.