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# CallPrep AI - Your Sales Call Intelligence Workforce 🎯 CallPrep AI transforms sales call preparation from hours of manual research into a 10-minute automated workflow. Drop in a job description and company website, and get a professionally formatted sales briefing delivered to your Google Drive—complete with company intelligence, pain point analysis, portfolio matches, and a battle-tested call strategy. # Key Features - 🧠 Intelligent Supervisor Agent - Routes work based on available data, handles incomplete information gracefully - 📂 Smart Portfolio Matching - Vector search finds your most relevant past projects with auto-generated talking points - 📄 Professional Output - Auto-formatted Google Docs with smart naming [Demo Video](https://youtu.be/-ghcorNtBfM) [Setup guide](https://docs.google.com/document/d/1C-USlgacJG_ynqiNZnRX3F_ErmUV_CH8_mpu9JteA1o/edit?usp=sharing) Built for the Liam Ottley × AAA Accelerator Hackathon
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CallPrep AI - Your Sales Call Intelligence Workforce 🎯
CallPrep AI transforms sales call preparation from hours of manual research into a 10-minute automated workflow. Drop in a job description and company website, and get a professionally formatted sales briefing delivered to your Google Drive—complete with company intelligence, pain point analysis, portfolio matches, and a battle-tested call strategy.
Key Features
- 🧠 Intelligent Supervisor Agent - Routes work based on available data, handles incomplete information gracefully
- 📂 Smart Portfolio Matching - Vector search finds your most relevant past projects with auto-generated talking points
- 📄 Professional Output - Auto-formatted Google Docs with smart naming
Demo Video
Setup guide
Built for the Liam Ottley × AAA Accelerator Hackathon
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The Enterprise Document Language Translator
Workforce • 5.0 
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The 8-Agent Translation QA and Approval Pipeline
Workforce • Overview The 8-Agent Translation QA and Approval Pipeline is an eight agent translation suite for organisations that need reliable multilingual communication. Many companies struggle with translation tools that provide surface level output with no insight into accuracy, tone, cultural context or operational risk. This workforce solves that problem by delivering a complete translation workflow with educational insight, human approval and workflow ready data. It teaches users what changed and why. It highlights linguistic risks. It provides structured JSON for system integration. It offers a mandatory human approval step that prevents inaccurate or unsuitable translations from passing through internal workflows. This creates a transparent and auditable translation process that supports workplace communication, training and compliance. Legal Disclaimer This workforce is a translation support tool only and is not a certified translation service. All translations must be reviewed and approved by the user before use. Authority Builder™ and the creator provide the software on an as is basis and make no warranties of any kind. The user accepts full responsibility for all outcomes that arise from the use of this tool. In no event shall the authors or copyright holders be liable for any claim damages or other liability whether in an action of contract tort or otherwise that arises from or is connected to the software or the use of the software or any other dealings with the software. Key Features Feature 1: Eight stage translation and education workflow Each agent performs one focused task. You receive raw translations, linguistic review, cultural insight, JSON change data, formatted records and a refined final version. Feature 2: Mandatory human approval with English back translation Agent Eight presents the proposed translation beside an English back translation. Nothing proceeds until the user confirms yes or no. This protects organisations from errors and supports internal quality assurance requirements. Feature 3: Workflow ready structured outputs You receive token level difference JSON, complete bilingual reports and final translations that can support compliance, training and operational communication pipelines. How It Works Step 1. Provide your text Enter the content you need translated and select both languages. Step 2. The workflow activates all eight agents The Scribe creates the raw translation. The Examiner identifies linguistic and tonal issues. The Refiner explains deeper meaning and cultural context. The Keeper produces structured JSON change data. The Archivist organises and formats the material. The Curator produces the polished final translation. The Summoner prepares the full bilingual report. The Arbiter presents the translation with English back translation and waits for your clear yes or no. Step 3. User approval is required You must approve or correct the translation before the workflow continues. No automated progression is allowed. Step 4. Receive the final package You receive the approved translation, the reasoning behind the changes, workflow ready JSON and a complete bilingual report that demonstrates quality assurance. Use Cases Perfect for: Workplace and compliance documents Policies, procedures, contracts, regulations and internal communication where precision is critical. Training and technical content Safety modules, operational instructions, learning resources and technical manuals where clarity protects staff and reduces risk. Global and multilingual teams Organisations that need consistent communication across borders and require audit ready translation processes. Example Output You can expect: • A raw translation based on the original text • A list of identified issues with clear meaning explanations • Cultural and tone notes to support decision making • JSON token difference data for audit and automation • A refined and structured final translation • A bilingual record of the entire workflow • A mandatory approval stage with English back translation • A final JSON handoff only after your confirmed approval
Qris, AI counsil workforce
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