Make your AI-built dashboard fast, secure, and reliable
Code review and production services for analytics dashboards, admin panels, and data visualization apps built with AI coding tools.
Dashboards aggregate and display your most important business data — revenue metrics, user analytics, operational KPIs. They need to load fast, display accurate numbers, and restrict access to authorized users. AI tools build visually impressive charts quickly, but the underlying data queries are often slow, insecure, or return incorrect aggregations.
Dashboard challenges we solve
The most common issues in AI-built dashboard projects.
Query performance at scale
AI-generated dashboards run raw database queries on every page load. With thousands of rows, these queries take seconds or minutes instead of milliseconds. You need materialized views, pre-aggregated data, proper indexing, and caching to keep dashboards responsive.
Data accuracy
A dashboard that shows wrong numbers is worse than no dashboard at all. AI tools generate SQL aggregations that look correct but miss edge cases — timezone handling, duplicate records, null values, and off-by-one errors in date ranges produce silently incorrect metrics.
Access control and data exposure
Dashboards display sensitive business data. AI tools often skip role-based access, meaning anyone with the URL can see revenue figures, customer data, or operational metrics. Different team members need different data visibility levels.
Real-time vs. cached data
Some metrics need to be live (active users, system status), while others can be cached (monthly revenue, historical trends). AI tools either make everything real-time (slow, expensive) or everything static (stale). You need a thoughtful caching strategy.
Chart and visualization bugs
AI-generated charts often have subtle issues — wrong axis scales, misleading truncated Y-axes, color schemes that are indistinguishable for colorblind users, and tooltips that show raw data instead of formatted values. These issues erode trust in the data.
Filter and drill-down interactions
Users need to filter by date range, segment, region, or other dimensions and drill into the details behind any number. AI tools build static charts but not the interactive filtering and drill-down that makes dashboards actually useful for decision-making.
Export and reporting
Stakeholders need to export data to CSV, generate PDF reports, or schedule automated email summaries. AI tools rarely implement data export, and when they do, the output format often breaks in Excel or includes raw technical field names.
What we review
Our dashboard audit covers these critical areas.
Query performance — response times under 500ms for all dashboard views
Data accuracy — aggregation logic, timezone handling, null values
Access control — role-based permissions enforced on API and database level
Caching strategy — appropriate refresh intervals for each metric type
Visualization correctness — accurate axes, accessible color schemes
Filter functionality — date ranges, segments, and drill-down interactions
Export capability — CSV, PDF, and scheduled reports
Mobile responsiveness — usable dashboard layout on tablets and phones
Error states — clear messages when data is unavailable or queries fail
Database load — queries don't impact production application performance
Services for your dashboard
Performance
Identify and fix performance bottlenecks — slow page loads, laggy interactions, and expensive operations.
Security Review
Deep security analysis of your application — from API endpoints to database access.
Add Features
New functionality, integrations, and capabilities that your AI tool couldn't build or that you need built properly.
Infrastructure
Databases, APIs, auth systems, email, file storage — the backend services that power your application.
Start with a self-serve audit
Get a professional review of your dashboard at a fixed price.
Security Scan
Black-box review of your public-facing app. No code access needed.
- OWASP Top 10 checks
- SSL/TLS analysis
- Security headers
- Expert review within 24h
Code Audit
In-depth review of your source code for security, quality, and best practices.
- Security vulnerabilities
- Code quality review
- Dependency audit
- AI pattern analysis
Complete Bundle
Both scans in one package with cross-referenced findings.
- Everything in both products
- Cross-referenced findings
- Unified action plan
100% credited toward any paid service. Start with an audit, then let us fix what we find.
How it works
Tell us about your app
Share your project details and what you need help with.
Get a clear plan
We respond in 24 hours with scope, timeline, and cost.
Launch with confidence
We fix what needs fixing and stick around to help.
Frequently asked questions
My dashboard takes 10+ seconds to load. Can that be fixed?
Almost always. The most common causes are unindexed database queries, aggregating raw data on every request instead of using pre-computed summaries, and loading all data upfront instead of paginating. We typically reduce dashboard load times by 80-95% through query optimization and caching.
Should I use a dedicated analytics database?
If your dashboard queries are slowing down your production database, yes. A read replica or a separate analytics store (like a materialized view refreshed periodically) keeps your dashboard fast without impacting your users. For most early-stage apps, optimized queries and caching are sufficient.
Can I connect my dashboard to multiple data sources?
Yes — dashboards commonly pull from your production database, third-party APIs (Stripe for revenue, Google Analytics for traffic), and internal services. The key is normalizing the data and handling failures gracefully when one source is unavailable.
Other use cases
SaaS App
Professional code review, security hardening, and deployment services for SaaS applications built with AI coding tools.
Marketplace
Code review and production services for two-sided marketplaces built with AI tools.
E-Commerce Store
Production services for e-commerce applications built with AI tools.
MVP / Prototype
Bridge the gap between AI-generated prototype and production-ready MVP.
Building a dashboard?
Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.