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Submission: On December 03 via api from US — Scanned from DE
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By continuing to use this site you consent to the use of cookies in accordance with our privacy policy. Continue Re:infer has joined the UiPath family. Read the press release to learn more. arrow-right Product Open menu PlatformSecurity Solutions Open menu Asset ManagementCapital MarketsE-commerceInsuranceTelecommunications Use CasesCustomersPartners Resources Open menu Resources libraryROI calculatorEventsCustomer storiesBlogDeveloper BlogAPI docs Company Open menu About usCareersPartnersContact us Book a demoGet started Product The platform Build intelligent products, services and workflows to drive operational scalability and improve the customer experience. Explore platform arrow-right Security Your data's security is a core principle of our platform. Learn more arrow-right Platform features Fully customisable arrow-right Create bespoke machine learning models that extract the specific intents, entities, themes and emotions your business needs. Fast model development arrow-right Zero code training UI, automatic intent discovery, guided active training, automatic model validation, model lifecycle management. Easy to integrate arrow-right Pre-built integrations for all leading enterprise communications platforms. Strong APIs. Connectors for Workflow and RPA. Inbuilt analytics arrow-right Mine communications and build customisable dashboards - aggregate, query and chart. Real-time monitoring and alerts arrow-right Configurable dashboards, email alerts and reports tracking specific themes and intents. Automation tooling arrow-right ML Ops, version control, triggers, RPA connectors, automatic model validation. Solutions By Function Banking Operations AnalyticsAutomation Business Services AnalyticsAutomation Customer Experience Voice of the Customer Customer Support AnalyticsAutomation Insurance Operations AnalyticsAutomation IT Service Design AnalyticsAutomation Industry Solutions Asset ManagementCapital MarketsE-commerceInsuranceTelecommunications Use cases By Initiatives Automation Auto TriageEmail to CaseQuery Automation Voice of the Customer Voice of the Customer Process Excellence Communication Mining Use cases CustomersPartners Resources Discover our resources Resources library A collection of guides, webinars and videos to help you successfully transform your business. ROI calculator Access your Conversational Data Intelligence ROI report now. Customer stories Learn how the enterprise is unlocking the power of conversational data. Blog Articles to help successfully deliver digital transformation across the enterprise. Engineering blog arrow-right Read about our latest insights, research and experiments at the forefront of AI on the Re:infer engineering blog. API docs arrow-right Collection of references, tutorials and examples that help developers use the Re:infer API. Featured Resources Guide Guide: How NLP completes the intelligent automation stack Webinar Leverage Underwriting Automation to Reduce Costs and Accelerate Response Times View all resources arrow-right Company Company About us Learn more about our mission, values, and story. Careers Join one of the fastest growing AI tech companies. Partners Working together to drive transformation at scale. Contact us Let's get connected—we're here to help. News & Press Re:infer launches Quality of Service - a new capability to understand and transform service arrow-right Re:infer launches Quality of Service - a new capability to understand and transform service arrow-right Re:infer considered the best AI startup arrow-right Re:infer considered the best AI startup arrow-right Re:infer wins 'Best Fintech' at FIN/SUM arrow-right Re:infer wins 'Best Fintech' at FIN/SUM arrow-right UK Innovator Re:infer raises $7.6m for AI platform that understands every business conversation and actions them at scale arrow-right UK Innovator Re:infer raises $7.6m for AI platform that understands every business conversation and actions them at scale arrow-right Sign inBook a demo THE CONVERSATIONAL DATA INTELLIGENCE PLATFORM MINE, MONITOR AND AUTOMATE EVERY CONVERSATION RE:INFER, A UIPATH COMPANY, IS THE CENTRALISED NLP PLATFORM FOR THE ENTERPRISE. CONNECTING ALL BUSINESS AND CUSTOMER CONVERSATIONS UNDER ONE PLATFORM, WE HELP YOU TRANSFORM THE CUSTOMER EXPERIENCE, ENHANCE EFFICIENCY AND SCALABILITY. Book a demo ROI Calculator Trusted by leading organisations to drive digital transformation See why customers rely on Re:infer arrow-right BUSINESS RUNS ON CONVERSATIONS CUSTOMERS REACH OUT WHEN THEY NEED SOMETHING. COLLEAGUES TALK TO GET WORK DONE. Every conversation contains valuable information about your customer needs, your products, services and processes. But the process for extracting this insight has always been manual, costly and inefficient. Businesses are under constant pressure to improve - to be more responsive and agile, to enhance the customer experience, to cut costs and be more efficient. Yet every year there is more to do with fewer resources. This won't scale. It can't scale. You can't improve with humans alone. KNOW WHAT YOUR CUSTOMERS REALLY WANT, WORK BETTER AND SMARTER TURN EVERY MESSAGE INTO ACTIONABLE DATA - AT SPEED, ON ANY CHANNEL. RAPIDLY DEPLOY CONVERSATIONAL AI MODELS THAT CUT COSTS, DRIVE OPERATIONAL SCALABILITY AND ENHANCE THE CUSTOMER EXPERIENCE. Drive operational scalability Enhance the customer experience Make data-driven decisions DRIVE OPERATIONAL SCALABILITY Uncover the costly processes slowing your organisation down. Eliminate inefficient requests and automate transactional customer requests. Give your automation and workflow tools the structured data they need to deliver cost out and digital transformation goals. Explore platform arrow-right Label Volume Trend Booking Complaint Refund Booking Cancel Refund Cancellation 100% 75% 50% 25% 0% Messages Apr 21 May 21 Jun 21 Jul 21 Aug 21 Sep 21 Date (UTC) ENHANCE THE CUSTOMER EXPERIENCE Interpret customer queries, requests and feedback to quantify value and failure demand. Monitor issues, identify root causes and trigger alerts on conversations. Give CX, Loyalty, Product and Service teams the quantified insights they need to continuously improve the business. Explore platform arrow-right Label Treemap Refund Count: 2,870 (64.3% verbatims) MAKE DATA-DRIVEN DECISIONS Get visibility on opaque processes and channels to identify problems, inefficiencies and quantify opportunities for change. Give stakeholders the quantified insights they need to make informed decisions on digital transformation investments. Explore platform arrow-right DEPLOY CUSTOM AI MODELS IN HOURS WITHIN A SIMPLE, ZERO-CODE USER INTERFACE * 01 Connect Re:infer to your conversational channels Connect all your conversational channels - email, chat, phone calls, tickets, and CRM. Integrate the structured data into downstream applications with Re:infer’s pre-built integrations across all conversational, workflow and automation systems. View all integrations arrow-right * 02 Combine human expertise with machine efficiency Re:infer learns from your organisation’s people and data. The zero-code interface empowers business users to teach Re:infer the specifics of your business. Re:infer becomes tailored to you, and improves constantly in real time. Explore platform arrow-right * 03 Discover repetitive processes, patterns and requests Re:infer understands human language, reading every message and mining conversational data to identify and extract high volume processes, patterns and requests. Re:infer works quickly and at scale, delivering value in hours, not months. Explore platform arrow-right * 04 Automate and trigger actions in real time Re:infer converts any message into structured actionable data. Using pre-built connectors to automation and workflow tools, Re:infer can trigger automated actions such as routing, triage, alerts, case creation and transactional responses. Built-in analytics are displayed in a customisable report which gives you insight into processes, customer issues and change opportunities - omnichannel and in real time. Explore platform arrow-right Model Rating 96 Excellent This dataset is extremely healthy and has no issues whatsoever. Good All Labels Most Labels perform adequately and have reliable predictions +9 Contributors c-info The frequently assigned labels have a mean average precision of 87% c-info The mean average precision across all labels is 83.9% c-info 86 labels have significant issues that need to be resolved Recommended Actions Review verbatims where the model has low confidence in predictions Label commonly occuring clusters of similar intents in the dataset Provide more varied training examples for Margin Call > Dispute August 2021 Policy 52% Policy Amendment 41% Policy Cancellation Request 24% Policy Cancellation 12% Claim 4% Label Volume Trend Claim Policy Policy Amendment Policy Cancellation Request Policy 100% 75% 50% 25% 0% Messages Apr 21 May 21 Jun 21 Jul 21 Aug 21 Sep 21 Date (UTC) Mean Average Precisions 92% New Cancellation Request Created on 26 July 2021 API Name new-cancellation-request Filter Entire set Model Version 11 Labels Search labels All Admin 100% ↳ Cancel and replace 100% ↳ Note of interest 100% ↳ Policy re-key 100% Admin change 100% ↳ Business activity 100% ↳ Change of name 100% ↳ ↳ ↳ ↳ All labels Number of labels 119 Train size 1,619 Test size 422 Mean Average Precision 92% Mean Average at Recall 100% 50% 0% 0% 50% 100% Label average precision vs. Training set size 100% 75% 50% 25% 0% Average Preciision 0 100 200 300 400 Python Javascript Bash Response import json import os import requests print( requests.post( "https://reinfer.io/api/v1/datasets/org1/collateral/labellers/1/predict", headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]}, json={ "documents": [ { "messages": [ { "from": "alice@company.com", "to": ["bob@organisation.org"], "sent_at": "2011-12-11T11:02:03Z", "body": { "text": "Hi Bob,\n\nCould you send me today's report?\n\nThanks,\nAlice" }, }, ], }, ], }, ).json() ) const request = require("request"); request.post( { url: "https://reinfer.io/api/v1/datasets/org1/collateral/labellers/1/predict", headers: { Authorization: "Bearer " + process.env.REINFER_TOKEN }, json: true, body: { documents: [ { messages: [ { body: { text: "Hi Bob,\n\nCould you send me today's report?\n\nThanks,\nAlice", }, from: "alice@company.com", sent_at: "2011-12-11T11:02:03Z", to: ["bob@organisation.org"], }, ], }, ], }, }, function (error, response, json) { console.log(JSON.stringify(json, null, 2)); } ); curl -X POST 'https://reinfer.io/api/v1/datasets/org1/collateral/labellers/1/predict' \ -H "Authorization: Bearer $REINFER_TOKEN" \ -H "Content-Type: application/json" \ -d '{ "documents": [ { "messages": [ { "body": {"text": "Hi Bob,\n\nCould you send me today'"'"'s report?\n\nThanks,\nAlice"}, "from": "alice@company.com", "sent_at": "2011-12-11T11:02:03Z", "to": ["bob@organisation.org" ] }, }, ], }' { "labels": [ [ {"name": ["Request"], "probability": 0.93}, {"name": ["Request", "Report"], "probability": 0.91} ], ], "entities": [ [ { "kind": "person", "formatted_value": "Bob", "span": { "content_part": "body", "utf16_byte_start": 3, "utf16_byte_end": 5 } } { "kind": "date", "formatted_value": "2011-12-11", "span": { "content_part": "body", "utf16_byte_start": 27, "utf16_byte_end": 31 } }, ], ], "status": "ok" } Built for Builders SEAMLESS INTEGRATION WITH YOUR STACK Build and deploy your own high-quality machine learning models on conversations in minutes. No AI or data science expertise required. Re:infer supports a flexible data model with first-class support for email, tickets, feedback, chat or phone calls. There is an easy to use API and developer tools for common tasks. We serve millions of production requests every day. Book a demo Explore the API arrow-right Helping enterprises achieve digital transformation A COMPLETE ECOSYSTEM OF TECHNOLOGY, IMPLEMENTATION AND CONSULTANCY PROVIDERS From technology providers to leading implementation and consulting companies, the Re:infer partner ecosystem is used by enterprises to achieve their digital transformation goals. Become a partner arrow-right Find a partner arrow-right RECOGNITIONS AND ACHIEVEMENTS Frost & Sullivan Conversational Intelligence Services Analytics Market Excellence in Best Practices 2022. Gartner Cool Vendor Conversational & Natural Language Technologies 2021 HFS Hot Vendor Enterprise & Machine Learning Platform 2021 View all achievements arrow-right 85% Of emails now automatically triaged by Re:infer > “Re:infer has transformed how we do business, and I know we’ve only scratched > the surface of what it can do. We’ve saved time and resources that can now be > put toward serving our clients better than ever." Matt Churchill , Head of Futures at Hiscox Read the success story arrow-right BUILD BETTER PRODUCTS AND SERVICES. QUICKLY. SCALABLY. EFFICIENTLY. INCREASE OPERATIONAL SCALABILITY, ENHANCE THE CUSTOMER EXPERIENCE, AND IMPROVE CONTROL WITH RE:INFER’S CONVERSATIONAL DATA INTELLIGENCE PLATFORM. Book a demo ROI Calculator Intelligent automation needs NLP HOW NLP COMPLETES THE INTELLIGENT AUTOMATION STACK By enabling the analysis of communications data, NLP accelerates hyper-automation and provides new scope for process improvement and operational efficiency. Download guide btn-play * What is communication mining? * NLP - Buy, or Build? * From insights to automation - Conversational Data Intelligence and RPA Product * Platform * Security * Partners * Get a demoGet started Solutions * Asset Management * Capital Markets * E-commerce * Insurance * Telecommunications Resources * Resources libraryEvents * Blog * API documentation Company * About us * Careers Hiring * Partners * Contact us ©Reinfer Ltd. All rights reserved. Privacy Policy Logo LinkedIn Logo Twitter Logo GitHub