AI Quality Assurance

Automate your QA evaluation grid with Faster-Whisper

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Automate your QA evaluation grid with Faster-Whisper

Automate your QA evaluation grid with Faster-Whisper

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META: Optimize your QA evaluation scorecard with Faster-Whisper and CoglyAI. Improve your call center compliance and request a free demo.

Why automate the QA evaluation scorecard with Faster-Whisper?

The automation of the QA evaluation scorecard represents a major strategic lever for modern contact centers. By integrating Faster-Whisper technology, customer relationship directors transform quality evaluation from simple monitoring to real-time performance management. This approach overcomes the limitations of traditional audits while ensuring a comprehensive and objective follow-up of each customer interaction.

Today, AI semantic analysis and automatic call transcription make it possible to audit the entirety of communication flows. CoglyAI leverages these state-of-the-art technologies to offer a sovereign solution tailored to the requirements of the European and Moroccan markets. Our platform eliminates repetitive tasks for evaluators, allowing them to focus on educational support.

To go further in modernizing your processes, discover our complete guide to optimizing call center double listening using artificial intelligence.

Definition and business context of the QA evaluation scorecard

The QA evaluation scorecard is the reference tool for measuring the compliance and quality of exchanges within a contact center. It combines behavioral, technical, and business criteria that agents must respect during every call. Historically, supervisors fill out these scorecards manually by listening to a random sample of audio recordings.

This traditional method poses a major representativeness problem. On average, a quality manager evaluates only 1% to 2% of the total calls made by an agent each month. A representative who handles 100 calls a day is thus judged on only two or three conversations. This restricted selection generates significant evaluation biases and does not reflect operational reality.

According to a Gartner study on customer service technologies, automatic analysis of interactions has become a priority for 72% of customer relationship directors in order to control operational costs and standardize quality. The introduction of Faster-Whisper technology changes the game by enabling fast and accurate transcription of 100% of telephone conversations.

The automated QA scorecard relies on these text transcriptions to instantly validate the presence of mandatory disclosures, compliance with the script, and the politeness of the agent. Raw data is immediately transformed into performance indicators actionable by management.

Limitations of the manual approach and generic tools

Manual call evaluation slows down the responsiveness of contact centers and weighs on their financial margins. Listening to a ten-minute call and filling out the associated scorecard often requires fifteen to twenty minutes of work for a qualified auditor. This administrative burden limits analytical capacity and delays the identification of critical issues.

Furthermore, human evaluation remains subjective by nature. Two different supervisors frequently assign distinct scores to the same call based on their own sensitivity. This lack of harmonization creates frustration among agents and harms the social climate within production teams.

To overcome these weaknesses, some contact centers turn to generic quality management software solutions. However, these non-specialized tools quickly show their limitations when faced with the specificities of call centers and BPOs:

  • – Lack of a transcription engine adapted to the acoustic constraints of telephony.

    – Difficulty interpreting noisy environments and speech interruptions.

    – Inability to handle multilingualism and regional specificities.

    – Lack of data sovereignty, posing major security risks.

CoglyAI addresses these limitations by offering an evaluation engine specifically designed for telephony. Our infrastructure strictly respects CNIL requirements in France and ensures CNDP compliance in Morocco. Your call data remains hosted within highly secure and sovereign environments.

How artificial intelligence automates your QA evaluation scorecard

Automation relies on a seamless technology chain that transforms the audio signal into structured and actionable data. CoglyAI combines the power of Faster-Whisper and proprietary algorithms to analyze every conversation from all angles.

1. Automatic call transcription with Faster-Whisper

Faster-Whisper is an optimized reimplementation of OpenAI's Whisper model. It allows audio files to be transcribed up to four times faster than the original version, while consuming fewer computing resources. This technical efficiency ensures near-real-time call processing, even during peak activity.

The automatic call transcription engine distinctly separates the voice of the customer from that of the agent. It precisely manages accents, technical jargon, and rapid transitions between French and Moroccan Darija. This level of precision is essential to faithfully feed the rest of the analysis process.

2. Semantic analysis for QA scorecard scoring

Once the call is transcribed, our AI semantic analysis engine takes over. It scans the text to automatically detect the validation of key steps in your QA evaluation scorecard. The artificial intelligence does not just look for simple keywords; it understands the context of the sentence.

For example, to validate the call-closing step, the system identifies various formulations such as "I wish you an excellent end of the day" or "Thank you for your loyalty, see you soon". The AI then assigns an objective score to each criterion of the scorecard without any human intervention.

3. AI agent coaching for instant feedback

Automation is not only used for penalizing or monitoring. Its main goal is to help teams progress. CoglyAI generates educational summary sheets as soon as the call ends to support AI agent coaching.

Each agent accesses their individual results and discovers their strengths as well as areas for improvement. Supervisors thus have factual data to guide their training sessions and monitor skill development over the weeks.

To deepen your knowledge on leveraging verbal data, check out our article dedicated to setting up Speech Analytics in a call center.

Measurable results on operational performance

The adoption of an automated quality assurance solution generates immediate and quantifiable benefits for contact centers. Operational directors see a rapid improvement in all of their key performance indicators.

15% to 25% reduction in AHT (Average Handling Time)

Semantic analysis precisely identifies moments of silence, hesitations, and unnecessary repetitions during calls. By identifying training gaps on certain complex procedures, management adjusts its scripts and training. This targeted optimization leads to a significant reduction in AHT while maintaining high satisfaction levels.

10 to 12 point improvement in FCR (First Contact Resolution)

The first contact resolution rate increases thanks to better detection of unresolved call reasons. By analyzing the root cause of repeat calls, CoglyAI highlights the missing information from the first interaction. Agents correct their approach to provide more complete answers from the very first customer contact.

Increase in CSAT score and compliance

Systematic compliance with quality procedures and regulatory standards translates directly into an improved customer experience. The evaluation of 100% of calls eliminates behavioral deviations and guarantees an impeccable brand image. GDPR compliance and the masking of sensitive data also protect your company against legal risks.

To measure all potential financial gains, discover how to optimize call center agent performance using our state-of-the-art management tools.

CoglyAI in practice: quick implementation guide

Deploying CoglyAI within your contact center does not require a complex overhaul of your information system. Our platform is designed to integrate seamlessly with your existing telephony tools.

The first step is to connect your call flows. CoglyAI supports connections via secure SFTP flows, Webhooks, or native integrations with reference solutions like Vocalcom. Audio files are retrieved automatically at the end of each communication.

The second step involves configuring your customized QA evaluation scorecard. You can import your existing Excel scorecards into our administration interface. You then define the criteria to be evaluated, the weighting coefficients, and the associated compliance rules.

The third step activates the testing and calibration phase. CoglyAI's algorithms analyze a first batch of calls to ensure a perfect match between the AI ratings and your supervision teams' expectations. Once this validation is done, the system runs autonomously.

Finally, our tool includes an automatic masking module for banking and personal data directly within the audio flow. This feature ensures absolute CNDP compliance in Morocco and respects all European directives on privacy protection.

Take action and transform your quality assurance

Automating your QA evaluation scorecard with Faster-Whisper permanently eliminates blind spots from your quality control. By analyzing all of your calls, you provide your managers with objective data to drive your teams' performance. CoglyAI combines this technological breakthrough with a total guarantee of data sovereignty for the French and Moroccan markets.

By choosing our platform, you reduce the average handling time of your calls, improve first contact resolution, and strengthen the compliance of your exchanges. Your supervisors are freed from time-consuming listening tasks to focus fully on hands-on coaching.

Contact the experts at CoglyAI today to get a personalized demo of our solution and start transforming your audio KPIs into financial growth drivers.

Frequently Asked Questions

From setup to support, here are the answers you need to get started faster and with confidence.

How does Cogly AI process and transcribe our audio calls?

Unlike other platforms that use third-party APIs (like OpenAI) and export your data abroad, Cogly AI has a sovereign, in-house Speech-to-Text (STT) pipeline. Your audio files are processed directly on our dedicated Google Cloud GPUs using highly optimized acoustic models (Faster-Whisper). This guarantees ultra-fast transcription speeds, enterprise-grade scalability, and total control over your processing queue.

Where is our data stored and are you GDPR compliant?

What happens if the internal GPU infrastructure is saturated?

How does CoglyAI analyze calls?

What types of teams or call configurations are supported?

What is the "Automated QA Score"?

How are the included minutes calculated?

What happens if I exceed my subscription limits?

Can I modify or cancel my subscription at any time?

How do you guarantee the security and confidentiality of our audio data?

What types of CRM integrations do you offer?

What is the difference between Priority Support and a dedicated Customer Success Manager?

Frequently Asked Questions

From setup to support, here are the answers you need to get started faster and with confidence.

How does Cogly AI process and transcribe our audio calls?

Unlike other platforms that use third-party APIs (like OpenAI) and export your data abroad, Cogly AI has a sovereign, in-house Speech-to-Text (STT) pipeline. Your audio files are processed directly on our dedicated Google Cloud GPUs using highly optimized acoustic models (Faster-Whisper). This guarantees ultra-fast transcription speeds, enterprise-grade scalability, and total control over your processing queue.

Where is our data stored and are you GDPR compliant?

What happens if the internal GPU infrastructure is saturated?

How does CoglyAI analyze calls?

What types of teams or call configurations are supported?

What is the "Automated QA Score"?

How are the included minutes calculated?

What happens if I exceed my subscription limits?

Can I modify or cancel my subscription at any time?

How do you guarantee the security and confidentiality of our audio data?

What types of CRM integrations do you offer?

What is the difference between Priority Support and a dedicated Customer Success Manager?

Frequently Asked Questions

From setup to support, here are the answers you need to get started faster and with confidence.

How does Cogly AI process and transcribe our audio calls?

Unlike other platforms that use third-party APIs (like OpenAI) and export your data abroad, Cogly AI has a sovereign, in-house Speech-to-Text (STT) pipeline. Your audio files are processed directly on our dedicated Google Cloud GPUs using highly optimized acoustic models (Faster-Whisper). This guarantees ultra-fast transcription speeds, enterprise-grade scalability, and total control over your processing queue.

Where is our data stored and are you GDPR compliant?

What happens if the internal GPU infrastructure is saturated?

How does CoglyAI analyze calls?

What types of teams or call configurations are supported?

What is the "Automated QA Score"?

How are the included minutes calculated?

What happens if I exceed my subscription limits?

Can I modify or cancel my subscription at any time?

How do you guarantee the security and confidentiality of our audio data?

What types of CRM integrations do you offer?

What is the difference between Priority Support and a dedicated Customer Success Manager?

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Free your teams from manual listening tasks with AI

From evaluating QA scorecards to writing call summaries, automate time-consuming processes to enable your managers to focus on coaching agents.

Image

Free your teams from manual listening tasks with AI

From evaluating QA scorecards to writing call summaries, automate time-consuming processes to enable your managers to focus on coaching agents.

Image

Free your teams from manual listening tasks with AI

From evaluating QA scorecards to writing call summaries, automate time-consuming processes to enable your managers to focus on coaching agents.

Logo

Stop sample-auditing only 2% of your call logs. Audit 100% of your operational volume Instantly.

CoglyAI -  Enterprise-grade Voice AI and Speech Analytics for BPOs. | Product Hunt

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© 2026 CoglyAI. All rights reserved. These Terms will be applied fully and govern your use of this Website.

Logo

Stop sample-auditing only 2% of your call logs. Audit 100% of your operational volume Instantly.

CoglyAI -  Enterprise-grade Voice AI and Speech Analytics for BPOs. | Product Hunt

Newsletter

Get tips, product updates, and tricks to work more efficiently with AI.

© 2026 CoglyAI. All rights reserved. These Terms will be applied fully and govern your use of this Website.

Logo

Stop sample-auditing only 2% of your call logs. Audit 100% of your operational volume Instantly.

CoglyAI -  Enterprise-grade Voice AI and Speech Analytics for BPOs. | Product Hunt

Newsletter

Get tips, product updates, and tricks to work more efficiently with AI.

© 2026 CoglyAI. All rights reserved. These Terms will be applied fully and govern your use of this Website.