100% Based on Spontaneous Feedback
The first benchmarking engine built entirely on real, public, unsolicited feedback — the data that truly shapes reputation and purchase decisions.
Spontaneous Feedback Index (SFI) & Benchmark: Real Market Truth, Real-Time
Compare your Spontaneous Feedback Index (SFI) with benchmark reference datasets built from spontaneous public feedback — and understand where you stand relative to comparable organizations.
What Problems Does the SFI & Benchmark Solve?
- Hard to know whether your overall customer perception is strong or weak without a reliable benchmark reference.
- No trustworthy customer feedback benchmarks based on real consumer data.
- Different tools and methodologies make competitor and market comparison unreliable.
- Teams know their internal performance but lack a consistent benchmark for comparison.
- Spreadsheets and surveys are not standardized and don’t scale.
- Lack of objective benchmarks to justify decisions.
Why Yellow Tokens’ Benchmark Is Different
Standardized Benchmark Comparison
Calculates the proprietary Spontaneous Feedback Index (SFI) using a consistent methodology, allowing fair comparison against benchmark reference datasets.
True Market View
No surveys, no internal datasets, no bias. Just authentic customer voices aggregated from Google Maps, TripAdvisor, Booking, Instagram, TikTok, X, YouTube, Facebook, and Amazon.
Continuously Updated
Benchmarks evolve dynamically as new feedback is published, keeping your comparative analysis always current.
How Spontaneous Feedback Benchmarking Works
The Spontaneous Feedback Index (SFI) & Benchmark feature transforms unstructured public customer feedback into a standardized benchmark comparison framework. It allows organizations to compare their SFI against reference benchmark datasets built from spontaneous public feedback.
1. Collecting Public, Spontaneous Feedback
Yellow Tokens continuously aggregates reviews, comments, mentions, and recurring themes from major public platforms such as Google Maps, Instagram, TikTok, X, Facebook, TripAdvisor, Booking, YouTube, and Amazon. Only unsolicited, real customer feedback is considered.
2. Computing Core Spontaneous Metrics
From this feedback, the platform independently calculates key spontaneous indicators such as spontaneous CSAT and spontaneous NPS, directly reflecting customer satisfaction and recommendation intent expressed in real-world conversations.
3. Calculating the Spontaneous Feedback Index (SFI)
Based on these spontaneous metrics — and the proportion of negative feedback (stress rate) — Yellow Tokens computes the Spontaneous Feedback Index (SFI), a proprietary composite score designed to summarize overall customer experience strength in a single, comparable indicator.
4. Building Independent Sector Benchmarks
Yellow Tokens maintains benchmark reference datasets built from spontaneous public feedback. Organizations can compare their SFI against these datasets using a consistent methodology and scoring model.
5. Comparing Internal Performance and Market Position
Teams can instantly visualize how their SFI compares with benchmark reference datasets, identifying performance gaps, strengths, and improvement priorities.
6. Delivering Continuously Updated, Actionable Insights
Benchmarks automatically refresh as new spontaneous feedback is captured, with regular updates that ensure consistent comparisons, reflecting the most recent customer reality. These insights directly inform CX initiatives, marketing positioning, and operational decisions grounded in authentic customer sentiment.
Real Use Cases
Understanding Overall Customer Experience Performance
A national retail brand used the Spontaneous Feedback Index (SFI) to understand how its overall customer experience compared with benchmark reference datasets. The analysis revealed that the company was performing below benchmark expectations, helping leadership teams prioritize operational improvements and customer experience initiatives.
Benchmarking Brand Reputation in a Competitive Consumer Market
A mid-to-large B2C consumer electronics brand benchmarked its Spontaneous Feedback Index (SFI) against reference benchmark datasets and discovered it was performing significantly below benchmark levels. The analysis guided coordinated product, service, and communication improvements across multiple sales channels.
Evaluating Customer Experience Across Multiple Brands
A multi-brand food service group used the Spontaneous Feedback Index (SFI) to compare the overall customer experience performance of its brands against benchmark reference datasets. The analysis helped leadership teams identify which brands were outperforming expectations and where additional operational improvements were needed.
Pricing Tailored to Your Needs
Yellow Tokens uses a flexible, usage-based model — pay only for the companies, establishments, and products you analyze, and for the users in your workspace.
- ✔️ Pay only for what you analyze
- ✔️ No long-term contracts
- ✔️ Scale anytime
Prefer full details? Visit the Pricing page.
How to Use Spontaneous Feedback Index (SFI) & Benchmarks
- Create a free Yellow Tokens account and upgrade to a Business subscription.
- Set up a custom project and register your own brands, stores, and products to be analyzed.
- Access the Yellow Tokens Intelligence Dashboard for your project.
- Instantly view Spontaneous Feedback Index (SFI) for the companies analyzed in your project.
- Automatically compare your SFI with benchmark reference datasets — calculated from spontaneous, public customer feedback across your industry.
- Optionally add competitors to compare your performance directly against specific market players.
FAQ – Spontaneous Feedback Index (SFI) & Benchmark: Real Market Truth, Real-Time
What is the Spontaneous Feedback Index (SFI)?
The Spontaneous Feedback Index (SFI) is a proprietary composite score created by Yellow Tokens that summarizes the overall strength of customer experience based on real, unsolicited public feedback. It combines spontaneous CSAT, spontaneous NPS, and the proportion of negative feedback to provide a single comparable indicator.
How does the SFI & Benchmark feature work?
The feature collects spontaneous public feedback from platforms such as Google Maps, Instagram, TikTok, X, Facebook, TripAdvisor, YouTube, and Amazon. It then calculates the Spontaneous Feedback Index (SFI) and compares the result against benchmark reference datasets built using the same methodology.
What problems does the SFI & Benchmark solve?
It eliminates the lack of reliable benchmark references for customer perception by providing benchmarks based on real consumer data. It standardizes competitor comparisons and removes the need for surveys or spreadsheets, offering objective metrics to guide decisions.
How often are the benchmarks updated?
Benchmarks are updated regularly as new spontaneous feedback is captured, using rolling time windows to ensure stable and reliable comparisons that reflect the most recent customer reality.
Can I compare my brand’s performance with competitors?
Yes. The SFI & Benchmark feature allows you to compare your SFI against sector benchmarks or specific competitors, identifying performance gaps and improvement opportunities.
Start Exploring Customer Experience Intelligence
Create a free account and access a preconfigured Welcome Project to explore how Yellow Tokens transforms spontaneous customer feedback into actionable intelligence. Upgrade to a Business Account to analyze your own companies, stores, products, competitors, and access benchmark comparisons powered by the Spontaneous Feedback Index (SFI).
Create Free Account