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DiMuto AI
Product Quality AI
Description
Current: To detect visual defects (e.g. blemishes, cuts) in fruits.
End goal:
Buyer’s biggest concern is: are you sending me the right things I have requested for (e.g. size, grade).
DIMUTO PILLAR
READINGS
Learnings from Clarifruit (taken from their website / blog)
Technology
AI tech runs on mobile
IDEA
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Trade Health AI
Description
End goal: To give an assessment on the probability of default for DiMuto financier to make a better judgement on whether DiMuto should finance the trade
IP: changing the game by enabling trade health to be detected + sustainability score for green financing
DiMuto term for green financing for value proposition
DIMUTO PILLAR
Sustainability Report AI
Description
End goal: To generate credible and data-proven sustainability reports for customers to use for regulatory purposes, fundraising, brand awareness.

Phase 1: Sustainability reports in line with sustainability reporting guidelines (Q4 2023)
DIMUTO PILLAR
Marketplace Chat AI
Description
End goal: To chat with customer about their buying and selling needs (replacing humans who do it manually). Make the marketplace alive!
AI to understand what the customer wants and gives suggestions e.g. instead of filling up the quotation form, customer will talk to the chatbot.
Buyer can ask "I want to set up a store in san paulo, what should i sell"; "i want to do something promotional. what do you recommend"; "i need asparagus between this time and within this price"
DIMUTO PILLAR
READINGS
Technical approach
A. Train LLM on own data - GPT index of your documents, Open AI key
B. Build QA chatbot with LLM - approximate nearest neighbour (ANN) models to find similar items + instruction-tuned LLM
IDEA
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Product Quality AI Calculator
Description
End goal: To be able to predict the product quality of the products upon reaching the buyer. This is good for trades from new origins/ to new destinations.

Use cases:
DIMUTO PILLAR
IDEA
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Q&A Siri AI
Description
“What is the best selling fruit?”
Content Suggestions AI
Description
Suggest better product photos
Suggest better writing in marketplace listings
Generate high quality product image listings on marketplace
ChatGPT on the platform
Description
Operations e.g. voice recognition “can you start the pack plan session now”
Reading charts e.g. “can you share with me the chart for the banana trades”
Report generation e.g. dispute report
READINGS
AFL — reading data/ charts; Q&A
Dispute AI
Description
Generate report formally and objectively, explaining the information presented and not a “data dump”
Quality Report
Use generative ai to give potential reasons for the deterioration based on different data points. e.g. "a berries trade is fragile and requires great care in temperature during shipping. Based on the iot device, the temperature during shipping increased above x degrees C, which can reduce the shelf life of the fruits."
DIMUTO PILLAR
IDEA
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AI methodology
1. Data Collection and Integration:
Integrate Data Points: Ensure all data points, including images, timestamps, IoT device readings, shipping information, and goods received information, are centrally stored and accessible.
Feature Engineering: Extract meaningful features from this data. For instance, if you're focusing on temperature, derive metrics like 'maximum temperature', 'duration above a certain temperature', etc.
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