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Measured on six things

AI-powered ECU log analysis for performance drivers and t...

Security

HTTPS and HSTS are enabled, but missing CSP, frame protection, and other headers. No SPF or DMARC. No compliance certifications or security page found. Basic security hygiene is present but incomplete.

Screenshots

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TuneWorks

About this app

TuneWorks is an AI-driven platform that analyzes ECU log files to help performance drivers diagnose engine issues and uncover hidden performance gains. By uploading a Haltech or RaceCapture CSV log, users receive a detailed breakdown of misfires, fueling problems, sensor anomalies, and more within approximately 30 seconds. The tool eliminates the need for expensive tuner appointments by providing actionable insights and clear next steps, making it ideal for autocross and time attack racers, track day enthusiasts, and self-tuners. Pricing starts at $10 per analysis with a free tier to get started, and no subscription is required. It streamlines the tuning workflow by turning raw data into understandable, performance-focused recommendations.

Key features

1AI-driven analysis of Haltech and RaceCapture ECU CSV logs with misfire, fueling, and sensor anomaly detection.
2Free Starter tier with 2 vehicles, 5 ECU logs, and unlimited charts; Tuner plan at $9.99/mo for unlimited everything.
3Pay-per-use AI credits starting at $10 for 40 credits, no subscription required for AI analysis.

Target customer profile

Drawn from the product itself, not from a survey.

Demographic

Autocross & Time Attack Racers

Pain points

Limited time between events to diagnose issues; waiting for tuner appointments.

Primary needs

Fast, actionable insights from ECU logs to optimize setup and chase tenths.

Demographic

Track Day & HPDE Participants

Pain points

Unexpected car behavior on track; risk of mechanical failures at speed.

Primary needs

Reliable performance and quick identification of potential problems from log data.

Demographic

Builders & Self-Tuners

Pain points

Costly shop visits for diagnostics; desire to maintain control over their build.

Primary needs

Self-service log analysis and guided troubleshooting to fix issues independently.

Scout Review

Written by AI from measured evidence, scored out of 100.

TuneWorks is a promising niche tool for performance drivers who want AI-powered ECU log analysis without a tuner appointment. The design is clean and motorsport-appropriate, pricing is transparent, and the core value prop is clear. Accessibility scores are excellent, and the growth potential is real given the underserved market. However, mobile speed is sluggish, security headers are incomplete, and the lack of documentation or help resources is a notable gap. It's a solid early-stage product that needs to mature its infrastructure and support content to become a must-have for racers.

Measure by measure

Usability

Clear value prop and simple pricing tiers with a free starter plan. No visible docs, help center, or FAQ. Onboarding flow is straightforward: upload log, get analysis. Lacks live demo or trial beyond free tier.

Design

Dark, motorsport-inspired aesthetic with bold typography and a clean three-step flow. Pricing page is well-structured with clear tier comparisons. Lacks visual depth in screenshots or demos.

Speed

Lighthouse mobile performance 61/100 with LCP 6.5s and FCP 5.9s — slow on mobile. Desktop score 79/100 is better. No user complaints found, but the mobile load time is a real drag.

Security

Accessibility

Lighthouse accessibility score 100/100 — excellent automated results. No a11y statement or WCAG mention, but keyboard navigation appears supported. Multi-language support not evident.

Growth

Real problem for a specific niche: autocross and track day racers need fast diagnostics. AI-driven analysis differentiates from manual tools like MegaLogViewer. Early stage (domain 0.5 years old) but clear wedge.

Improvement areas

No documentation, help center, or FAQ — users are left to interpret AI results without guidance.
Mobile performance is slow (LCP 6.5s), impacting trackside usability on phones.
Missing security headers (CSP, frame protection, DMARC) and no published security page or compliance certifications.

Design & Usability

TuneWorks presents a dark, motorsport-themed landing page that clearly targets gearheads. The design is clean and functional, with a straightforward three-step explanation of how it works. Pricing is transparent: free tier, $9.99/mo Tuner plan, and AI credits starting at $10. Usability is solid for the core flow — upload a log, get analysis — but the site lacks documentation, a help center, or any onboarding beyond the free tier. For a tool that promises to replace expensive tuner appointments, the absence of educational content is a missed opportunity. The interface looks approachable, but new users might struggle to interpret results without guidance. Overall, it's competent but not exceptional.

Speed & Security

Speed is a mixed bag: desktop Lighthouse performance is a respectable 79/100, but mobile drags at 61/100 with a 6.5-second LCP. For racers checking logs trackside on a phone, that's a real annoyance. Security is basic: HTTPS and HSTS are in place, but missing CSP, frame protection, and other headers leave gaps. No SPF or DMARC records, and no compliance certifications or security page. For a tool handling sensitive ECU data, the lack of a security page or bug bounty is a minor red flag. It's not broken, but it's not hardened either. The product works, but the infrastructure feels like an afterthought.

Accessibility & Growth

Accessibility is a bright spot: a perfect 100/100 Lighthouse score, with keyboard navigation seemingly supported. No a11y statement or WCAG mention, but the automated audit is flawless. Growth potential is solid: TuneWorks targets a specific, underserved niche — autocross and track day racers who need fast diagnostics. The AI-driven analysis differentiates it from manual tools like MegaLogViewer and TunerPro, and the pay-per-analysis model avoids subscription fatigue. The domain is only 0.5 years old, so traction is minimal, but the idea has room to grow if it can build trust in the racing community. The wedge is clear; execution will determine if it scales.

Conclusion

If you're an autocross or track day racer tired of waiting for tuner appointments, TuneWorks offers a compelling shortcut. The AI analysis is the star, and the pay-per-use model keeps costs predictable. But before you upload your first log, know that the mobile experience is slow, the security posture is basic, and you're largely on your own when it comes to interpreting results. It's a tool with real potential, but it's not yet a polished, turnkey solution. For the price, it's worth a shot — just don't expect hand-holding.

Suggestions for improvement

Add a documentation or help center with guides on interpreting AI analysis results and common ECU log patterns.
Improve mobile performance: optimize images and reduce JavaScript to bring LCP under 2.5 seconds.
Implement missing security headers (CSP, X-Content-Type-Options, Referrer-Policy) and add SPF/DMARC records.
Publish an accessibility statement and consider multi-language support to broaden reach.

How we score

Alternatives comparison

Named competitors, point by point. Nobody paid to appear here or to be left out.

	TuneWorks	MegaLogViewer	TunerPro	HP Tuners
AI-driven analysis	Yes — AI analyzes logs and provides actionable insights.	No — manual log viewing and interpretation.	No — manual tuning and calibration editing.	No — manual logging and analysis, requires expertise.
Pricing model	Free tier; $9.99/mo Tuner; AI credits from $10.	One-time license fee (approx. $40).	Free (donationware).	Higher cost, often requires professional expertise.
Target user	Autocross, time attack, track day, and self-tuners.	DIY tuners and enthusiasts comfortable with manual analysis.	DIY tuners editing calibration files.	Professional tuners and advanced enthusiasts.
Supported hardware	Haltech, RaceCapture (more coming soon).	Wide range of ECU log formats.	Supports many ECU definitions.	Supports a broad range of vehicles and ECUs.