Instant Customer Insights
Instantly filter millions of data points by brand, model, sentiment, and over 80 specific categories to find the exact feedback you need.
Auteneo reveals what customers truly care about — across your brand and your competitors — so you can make smarter decisions, faster.

Car Brands
Car Models
Data Points
Focus only on genuine discussions, cutting through marketing noise and spam.
Our proprietary AI is fine-tuned for automotive context, ensuring high-precision.
Go from question to insight in minutes, not weeks. No need to wait for survey results.
Drill down into 80+ specific categories. Go even further with custom analysis.
Instantly filter millions of data points by brand, model, sentiment, and over 80 specific categories to find the exact feedback you need.
Directly compare your products against competitors on key metrics—from interior quality to EV charging experience—to identify strengths and weaknesses.
Go beyond dashboards. Ask direct questions in plain English, Japanese, Chinese, Thai, Indonesian or other languages to our AI, receiving immediate, summarized insights backed by real customer data.
Understand sentiment and pinpoint specific praise or complaints from existing users.
Discover what features and concerns are driving or halting purchase decisions for potential buyers.
Spot patterns and shifts in customer expectations across the entire automotive market.
Proactively track and categorize reported issues or bugs to prioritize fixes.
| Feature | Auteneo | Traditional Customer Surveys |
|---|---|---|
| Time to Insight | Minutes to Hours | Weeks to Months |
| Trends | Continuous | One-time snapshots or periodic |
| Bias | Real-world, unbiased opinions | Opinions shaped by how you ask |
| Customization | Pre-tuned and focused | Fully custom |
| Privacy | Public data only, fully anonymized | May collect personal data |
| Demographics | Broad but digital-first | Panel-based, often narrow |
| Auto Expert Review | Curated by industry insiders | Mostly lacking |
| Feature | Auteneo | Social Listening Tools |
|---|---|---|
| Collection Method | Context-driven (not just keywords) | Keyword-triggered capture |
| Sentiment Accuracy | High (industry and use case specific) | Low (generic classifiers) |
| Granularity | Deep (brand, model, feature-level) | Shallow (mostly topic-level) |
| Noise | Low (filtered and tuned) | High (often marketing noise) |
| Update Speed | Delayed for deeper analysis | Close to real-time |
| Auto Expert Review | Yes — validated by auto industry experts | No |

Product Planners can save time to reach the right insights about their own brands and gain new perspectives on other brands and customer segments for better decisions and growth.
Explore quick solutions to common questions about our data, process, and capabilities.
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Dive deeper into how Echo transforms customer insights into smarter product decisions.