è troppo lento e costoso, non posso permettermelo. Mistakes in labeling happen all the time. слишком медленный процесс кодирования и высокая цена. coding process is SLOW and UNRELIABLE. コーディングが遅すぎて費用も高すぎる. i hate paying extra for multiple-language coding. 코딩 분류가 너무 느리고 비용도 비싸요. taking forever to get the coded data back. ils font plein d’erreurs dans la catégorisation, c’est frustrant. We got mislbeled themes and categories. cometen demasiados errores al etiquetar las respuestas. the hourly rate is outrageous. muitos erros na categorização, preciso corrigir manualmente. Too many misclassificatons, i have to redo manually. troppi errori di classificazione nei dati forniti. The turn-around time is unacceptable. me cobran extra por codificar para diferentes idiomas y es injusto. Cannot afford coding for spanish and french responses. tarda demasiado y no cumple plazos. They charged me double for coding arabic responses. calidad de codigado pésima, necesito revisarlo todo. i’m fed up with the errors creeping in. es werden ständig falsche kategorien vergeben. manual coding is expensive and error prone. mehrsprachige kodierung ist zu teuer und langsam. service is sloooow and costs a fortune. le tarif pour plusieurs langues me semble exagéré. every other batch has misstakes in the categories. Too pricey for what they deliver. they said 3 days, took 2 weeks instead. I’m sick of paying premium for multi-lingual coding. labeling guidelines are too vague, causing mistakes. coding errors disrupt my analysis. I paid extra for chinese categorization but results were wrong. slow deliverables ruin project timelines. the vendor lost some responses, terrible mistakes. Way too many back-and-forth to fix miscoded items. they billed me for hours they didn’t work. overpriced and underdelivering. miscommunication leads to coding mistakes. project dragged on because of slow categorization. high costs make coding unsustainable. i had to hire someone in-house to correct errors. the QA process is non-existent. unpredictable costs for different languages. so many typos in the coded output. coding firm added hidden fees at the end. broken taxonomy, impossible to use. recoding costs another fortune. why do they charge differently for italian vs english? it’s waste of time and money.this coding service is painfully slow, i waited weeks for categories. es muy lento este proceso de codificación y super caro. It’s too expensive for small projects. c’est trop long et trop cher pour ce que c’est. The human coders make too many mistakes, quality is inconsistent. die kodierung dauert ewig und kostet ein vermögen. why does it take so long to code a few responses? é muito lento e caro demais para o meu orçamento. The pricing model is confusing and too high. è troppo lento e costoso, non posso permettermelo. Mistakes in labeling happen all the time. слишком медленный процесс кодирования и высокая цена. coding process is SLOW and UNRELIABLE. コーディングが遅すぎて費用も高すぎる. i hate paying extra for multiple-language coding. 코딩 분류가 너무 느리고 비용도 비싸요. taking forever to get the coded data back. ils font plein d’erreurs dans la catégorisation, c’est frustrant. We got mislbeled themes and categories. cometen demasiados errores al etiquetar las respuestas. the hourly rate is outrageous. muitos erros na categorização, preciso corrigir manualmente. Too many misclassificatons, i have to redo manually. troppi errori di classificazione nei dati forniti. The turn-around time is unacceptable. me cobran extra por codificar para diferentes idiomas y es injusto. Cannot afford coding for spanish and french responses. tarda demasiado y no cumple plazos. They charged me double for coding arabic responses. calidad de codigado pésima, necesito revisarlo todo. i’m fed up with the errors creeping in. es werden ständig falsche kategorien vergeben. manual coding is expensive and error prone. mehrsprachige kodierung ist zu teuer und langsam. service is sloooow and costs a fortune. le tarif pour plusieurs langues me semble exagéré. every other batch has misstakes in the categories. Too pricey for what they deliver. they said 3 days, took 2 weeks instead. I’m sick of paying premium for multi-lingual coding. labeling guidelines are too vague, causing mistakes. coding errors disrupt my analysis. I paid extra for chinese categorization but results were wrong. slow deliverables ruin project timelines. the vendor lost some responses, terrible mistakes. Way too many back-and-forth to fix miscoded items. they billed me for hours they didn’t work. overpriced and underdelivering. miscommunication leads to coding mistakes. project dragged on because of slow categorization. high costs make coding unsustainable. i had to hire someone in-house to correct errors. the QA process is non-existent. unpredictable costs for different languages. so many typos in the coded output. coding firm added hidden fees at the end. broken taxonomy, impossible to use. recoding costs another fortune. why do they charge differently for italian vs english? it’s waste of time and money.
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What Is Spoiler?
Spoiler is your AI‑driven partner for flexible, rapid, and accurate data digestion. We transform any raw data—from survey responses to customer feedback—into actionable insights in hours, not weeks.
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Cutting‑Edge AI‑Powered Engine
Developed independently in our Outsized Innovations lab, leveraging a custom-trained LLAMA model, Spoiler lets you automatically categorize responses with human-level accuracy.
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Global Language Support
Analyze data in 20+ languages at no extra cost. No need to back-translate before categorization!
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Private and Secure
Your data is always private—never used for anything other than generating your insights, unless you explicitly opt in.
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Flexible Insights
Get real‑time previews of what your data holds—before you even run the job.
How It Works
1
Upload Your Data
Upload your responses directly. Spoiler analyzes the content and automatically suggests relevant categories. Add the survey question to give context—or simply let Spoiler work from the responses alone.
2
Create Categories in Minutes
You stay in control. Accept Spoiler's suggested categories, refine them, add your own, or use an entirely custom framework.
3
Automatically Categorize at Scale
Our 70B+ parameter analytics model categorizes and sorts your verbatim responses with exceptional accuracy—handling even large datasets with ease.
4
Save Days of Manual Work
What once took days or weeks of human coding now takes just hours, depending on the volume and complexity of your data.
5
Review with Confidence
Spoiler applies a proprietary confidence-scoring system to every categorization. Review all results—or focus only on medium- and low-confidence edge cases. Any changes you make are automatically saved as user-reviewed.
6
Export Your Results
Download your fully sorted data in CSV, Excel, or SPSS formats—ready for analysis, reporting, or sharing.
7
Revisit Past Projects Anytime
Access and review previous jobs in your Spoiler garage whenever you need them.