Sonali Subhadarsini
Product Manager
Product manager for AsscherAi at Harns Technologies. Writes on process, productivity and what it takes for a rollout to actually land.
Articles by Sonali Subhadarsini
- AI for production in pharmaceuticalsGenerative AI streamlines production planning by providing real-time insights into output, cycle times, and quality records, enabling the shift...
- AI for production in metals and miningGenerative AI streamlines production in metals and mining by providing immediate answers to critical questions, enabling shift supervisors to adjust...
- AI for production in manufacturingGenerative AI streamlines production planning by providing real-time insights into output, cycle times, and quality records, enabling shift...
- AI for production in chemicalsGenerative AI streamlines production in chemicals by providing real-time insights into output against plan, cycle times, and quality records...
- AI for production in automotiveGenerative AI streamlines production workflows by enabling shift supervisors to query data on equipment performance, allowing them to identify...
- AI for procurement in textiles and apparelAI for procurement in textiles and apparel streamlines decision-making by providing instant answers to complex questions, such as which suppliers are...
- AI for procurement in printing and packagingAI for procurement in printing and packaging streamlines spend management by providing real-time insights into supplier performance, enabling...
- AI for procurement in pharmaceuticalsA category manager in a pharmaceutical company can use AI to analyze procurement data, such as purchase orders and supplier contracts, to identify...
- AI for procurement in metals and miningA category manager can use AsscherAi to compare supplier performance in real time, identifying areas where contracts can be renegotiated or...
- AI for procurement in manufacturingImplementing AI for procurement in manufacturing enables teams to quickly answer questions about supplier contracts and terms, allowing a category...
- AI for procurement in logisticsAI for procurement in logistics streamlines the process by providing real-time data on supplier performance, contract compliance, and spend, enabling...
- AI for procurement in healthcare providersAI for procurement in healthcare providers streamlines the process by enabling category managers to ask questions about spend, supplier contracts...
- AI for procurement in FMCGAI for procurement in FMCG streamlines the process by providing category managers with real-time data on supplier performance, price volatility, and...
- AI for procurement in energy and utilitiesImplementing AI for procurement in energy and utilities can streamline the process by providing quick answers to complex questions, such as which...
- AI for procurement in e-commerce and retailA category manager uses AI to analyze purchase orders, supplier contracts, and invoice history, enabling them to identify trends and patterns that...
- AI for procurement in automotiveAI for procurement in automotive streamlines data analysis by integrating purchase orders, supplier contracts, and invoice history, enabling category...
- AI for operations in textiles and apparelImplementing AI for operations in textiles and apparel enables a category manager to identify supplier delays and a shift supervisor to plan...
- AI for operations in printing and packagingGenerative AI streamlines printing and packaging operations by enabling real-time queries, such as which jobs are running behind schedule, and...
- AI for operations in pharmaceuticalsAI for operations in pharmaceuticals streamlines manufacturing by enabling real-time queries on production data, allowing shift supervisors to...
- AI for operations in metals and miningAsscherAi helps metals and mining organisations answer operational questions in real-time, such as what is the current production rate, or what are...
- Agentic workflows in pharmaceuticalsAgentic AI workflows in pharmaceuticals can streamline batch record review by automating data collection and analysis, allowing the category manager...
- AI for operations in logisticsLogistics operations teams can use AI to investigate shipment delays by querying data on carrier performance, shipment status, and exception records...
- Agentic workflows in metals and miningImplementing agentic AI workflows in metals and mining can optimize production planning by accounting for grade variability and equipment...
- AI for operations in healthcare providersAI for operations in healthcare providers streamlines decision-making by providing real-time answers to operational questions, such as patient flow...
- AI for operations in FMCGA category manager in a fast-moving consumer goods company can use AI for operations to compare supplier performance, track project status, and...
- Agentic workflows in logisticsAgentic AI workflows in logistics streamline carrier selection by analysing performance data and adapting to changing circumstances, allowing a...
- AI for operations in energy and utilitiesBy integrating with existing systems, AsscherAi helps operations teams in energy and utilities make informed decisions, such as a shift supervisor...
- AI for operations in e-commerce and retailA logistics manager can use AsscherAi to ask which orders are currently being held up in the warehouse, and why, then use this information to...
- Agentic workflows in FMCGAgentic AI workflows in FMCG assist category managers in optimizing production and distribution by analyzing sales data from systems like AsscherAi...
- AI for operations in chemicalsGenerative AI streamlines chemical manufacturing by analyzing real-time data from various systems, enabling shift supervisors to adjust production...
- AI for operations in automotiveA shift supervisor checks the maintenance log and asks which production lines are currently running behind schedule, while a category manager...
- Agentic workflows in e-commerce and retailAgentic AI workflows in e-commerce and retail help the category manager make informed decisions by analysing sales data, inventory levels, and...
- AI for maintenance in printing and packagingImplementing AI for maintenance in printing and packaging helps teams identify potential issues before they cause downtime, by analyzing data on...
- AI for maintenance in pharmaceuticalsGenerative AI streamlines maintenance in pharmaceuticals by analysing equipment performance and spare parts inventory, enabling shift supervisors to...
- AI for maintenance in metals and miningGenerative AI streamlines maintenance in metals and mining by analysing work orders, asset history, and spare parts inventory, enabling teams to...
- AI for maintenance in logisticsLogistics maintenance teams use AsscherAi to investigate equipment failures by querying data on asset history, work orders, and spare parts...
- Agentic workflows for customer serviceAgentic AI workflows for customer service streamline issue resolution by integrating data from various systems, such as ticket history and product...
- AI for maintenance in energy and utilitiesAI for maintenance in energy and utilities streamlines operations by providing real-time answers to critical questions, such as which assets are due...
- AI for maintenance in chemicalsA maintenance team in a chemicals plant can use AI to investigate signals preceding a stoppage, allowing them to ask what deviated this shift, on...
- AI for maintenance in automotiveAI for maintenance in automotive streamlines production by providing real-time insights, enabling shift supervisors to query equipment status, and...
- AI for executive leadership in logisticsAI for executive leadership in logistics helps teams query and analyze data in real-time, enabling informed decisions on carrier choices and delivery...
- AI for executive leadership in energy and utilitiesAsscherAi helps executive leadership in energy and utilities make informed decisions by providing real-time answers to questions about their data...
- AI for human resources in healthcare providersAI for human resources in healthcare providers streamlines data access, enabling the category manager to compare staff training records instantly...
- AI for finance in pharmaceuticalsImplementing AI for finance in pharmaceuticals enables real-time analysis of financial data, allowing category managers to optimize cash flow and...
- Agentic workflows for maintenanceAgentic AI workflows for maintenance streamline upkeep by automatically generating work orders and assigning tasks to technicians based on asset...
- AI for finance in manufacturingAI for finance in manufacturing streamlines financial analysis by integrating data from general ledgers, budgets, and ERP systems, enabling...
- AI for finance in logisticsA logistics finance manager uses AsscherAi to investigate current financial performance, asking what costs are currently exceeding budget, and how...
- AI for finance in healthcare providersAsscherAi helps finance teams in healthcare providers answer questions about budget variance, outstanding commitments, and receivables by providing...
- AI for finance in FMCGAI for finance in FMCG streamlines decision-making by providing real-time answers to financial questions, enabling the category manager to negotiate...
- AI for finance in energy and utilitiesAsscherAi helps energy and utilities companies answer financial questions in real time, such as current spend against a budget line or outstanding...
- Governance and risk in textiles and apparelImplementing enterprise AI governance in textiles and apparel requires a category manager to balance creative vision with commercial realities, while...
- Productivity in textiles and apparelImplementing AI productivity solutions in textiles and apparel can be challenging due to the complexity of range planning and supplier fragmentation...
- AI for finance in e-commerce and retailAI for finance in e-commerce and retail streamlines decision-making by providing rapid access to financial data, enabling category managers to...
- Governance and risk in printing and packagingImplementing enterprise AI governance in printing and packaging reduces setup and makeready losses by enabling a shift supervisor to ask what factors...
- Productivity in printing and packagingImplementing AI-powered tools in printing and packaging can help reduce setup and makeready losses by analysing production schedules and material...
- Process automation in textiles and apparelAI process automation in textiles and apparel streamlines range planning by analysing sales data and forecasting demand, enabling category managers...
- Governance and risk in pharmaceuticalsEnforcing permission at retrieval helps pharmaceutical companies reduce non-compliance risk by ensuring users only access authorised data, with...
- Productivity in pharmaceuticalsAI productivity tools in pharmaceuticals can streamline quality control processes by providing real-time answers to questions about batch records and...
- Process automation in printing and packagingAI process automation in printing and packaging streamlines production by identifying bottlenecks and optimising workflows, allowing the shift...
- Governance and risk in metals and miningEnterprise AI governance in metals and mining streamlines decision-making by providing real-time data to category managers, enabling them to compare...
- Productivity in metals and miningA maintenance manager uses AsscherAi to investigate equipment downtime, identifying patterns and trends in the data to inform maintenance schedules...
- Process automation in pharmaceuticalsAI process automation in pharmaceuticals streamlines batch record review by enabling real-time checks and verifications, reducing manual errors and...
- Governance and risk in manufacturingEnterprise AI governance in manufacturing enables shift supervisors to investigate production deviations in real-time, by asking what changed this...
- Productivity in manufacturingAI productivity in manufacturing streamlines workflows by analysing equipment sensor data, allowing a shift supervisor to identify potential issues...
- Process automation in metals and miningAI process automation in metals and mining streamlines workflows by automating data analysis and handoffs between teams, allowing a production...
- Governance and risk in logisticsWhen a logistics manager uses AsscherAi to query carrier performance, they may find that results are inconsistent due to variability in dwell times...
- Productivity in logisticsAI productivity tools in logistics help teams like the supply chain manager identify bottlenecks by analysing data on carrier performance, dwell and...
- Process automation in manufacturingImplementing AI process automation in manufacturing involves mapping current workflows, identifying areas for improvement, and automating handoffs...
- Governance and risk in healthcare providersImplementing enterprise AI governance in healthcare providers requires careful consideration of permission at retrieval, auditability, and routing to...
- Productivity in healthcare providersImplementing AI productivity solutions in healthcare providers involves identifying repetitive tasks, such as data entry or document scanning, and...
- Process automation in logisticsAI process automation in logistics streamlines operations by identifying trends and patterns in carrier performance, allowing logistics teams to make...
- Governance and risk in FMCGImplementing enterprise AI governance in FMCG requires careful consideration of promotional distortion, shelf life write-offs, and distributor...
- Productivity in FMCGImplementing AI-powered tools like AsscherAi in FMCG can streamline inventory management by enabling category managers to quickly analyze sales data...
- Process automation in healthcare providersAI process automation in healthcare providers streamlines clinical workflows by automating mundane tasks, such as supply procurement and patient...
- Governance and risk in energy and utilitiesEnterprise AI governance in energy and utilities involves a category manager comparing maintenance schedules, taking into account asset age...
- Productivity in energy and utilitiesImplementing AI productivity solutions in energy and utilities requires careful consideration of the sector's unique challenges, such as outage...
- Process automation in FMCGAI process automation in FMCG streamlines workflows by analysing sales data and adjusting production levels in real-time, enabling category managers...
- Governance and risk in e-commerce and retailEnforcing permission at retrieval in e-commerce and retail helps prevent unauthorised access to sensitive data, by ensuring only authorised...
- Productivity in e-commerce and retailImplementing AsscherAi in e-commerce and retail enables the category manager to query sales data in real time, identifying trends and patterns that...
- Process automation in energy and utilitiesAI process automation in energy and utilities streamlines maintenance planning by enabling shift supervisors to query past outages and identify...
- Governance and risk in chemicalsEnterprise AI systems like AsscherAi can help chemicals companies navigate complex processes by providing insights into yield drift, feedstock...
- Productivity in chemicalsA category manager uses AsscherAi to compare supplier performance, checking which materials meet quality standards, then identifying areas to...
- Process automation in e-commerce and retailAsscherAi helps a category manager identify which products to stock by analysing customer purchase history and supplier lead times, then alerts the...
- Governance and risk in automotiveImplementing enterprise AI governance in automotive involves addressing unique challenges such as supplier escalations and engineering change...
- Productivity in automotiveAsscherAi helps automotive manufacturers streamline processes by providing quick answers to common questions, such as comparing data from different...
- Process automation in chemicalsAI process automation in chemicals streamlines production by analyzing data from various sources, such as sensors and laboratory tests, to provide...
- Governance and risk for supply chainEnterprise AI governance for supply chain helps a category manager identify discrepancies in lead times by checking the latest shipment records, and...
- Productivity for supply chainA category manager uses AsscherAi to compare supplier performance, identifying which supplier has the most reliable lead times and inventory levels...
- Process automation in automotiveAI process automation in automotive streamlines production by automating routine tasks, such as checking maintenance logs and tracking component...
- Governance and risk for customer serviceEnterprise AI governance for customer service involves controlling access to sensitive information, tracking interactions, and ensuring data quality...
- Productivity for customer serviceAsscherAi helps customer service teams resolve issues efficiently by providing quick access to relevant data, such as ticket history and knowledge...
- Process automation for supply chainAI process automation for supply chain helps category managers make informed decisions by querying the organisation's own data in real time, reducing...
- Governance and risk for salesEffective governance and risk for sales involves enforcing permission at retrieval, where the system checks user permissions in real time, and...
- Productivity for salesAI productivity in sales enables teams to make data-driven decisions by providing real-time insights, allowing a category manager to compare sales...
- Process automation for customer serviceAI process automation for customer service streamlines workflows by identifying bottlenecks and automating routine tasks, allowing agents to focus on...
- Governance and risk for research and developmentEnterprise AI governance for research and development improves project efficiency by providing detailed information about progress and challenges...
- Productivity for research and developmentAI productivity tools in research and development streamline information search, reduce rework, and enhance collaboration by providing quick answers...
- Process automation for salesAI process automation for sales streamlines handoffs between teams, such as the shift supervisor and category manager, by automating notifications...
- Governance and risk for qualityEnterprise AI governance for quality enables the quality manager to make informed decisions by analyzing inspection records, non-conformance reports...
- Productivity for qualityAI productivity tools improve quality by enabling shift supervisors to identify trends in maintenance logs and category managers to optimise supplier...
- Process automation for research and developmentAI process automation for research and development streamlines decision-making by automating mundane tasks, such as data collection and analysis...
- Governance and risk for productionImplementing AsscherAi in production requires careful consideration of governance and risk, including enforcing permissions at retrieval and...
- Productivity for productionImplementing AI-powered tools like AsscherAi in production environments can streamline workflows by providing real-time insights, enabling shift...
- Process automation for qualityAI process automation for quality streamlines production by automating handoffs between teams, such as when a production supervisor notifies the...
- Governance and risk for procurementGovernance and risk controls for procurement can prevent unnecessary costs by ensuring that enterprise AI solutions are used consistently with...
- Productivity for procurementAI-powered procurement tools help category managers optimize spend by analyzing contract terms and identifying areas of fragmentation, allowing them...
- Process automation for productionAI process automation for production streamlines routine tasks and decision-making processes by analyzing production data, reducing unplanned...
- Governance and risk for operationsAsscherAi helps operations teams identify anomalies by providing real-time answers to questions about project status, budget consumption, and...
- Productivity for operationsAI productivity in operations streamlines tasks by providing real-time insights from existing data, enabling shift supervisors to optimise...
- Process automation for procurementAI process automation for procurement streamlines workflows by automating manual handoffs and data transfers, allowing category managers to focus on...
- Governance and risk for maintenanceEnforcing permission at retrieval is crucial for enterprise AI governance in maintenance, as it ensures sensitive data is only accessible to...
- Productivity for maintenanceAI-powered tools like AsscherAi help maintenance teams redeploy time saved from routine tasks to proactive activities, such as analysing condition...
- Process automation for operationsAI process automation for operations streamlines workflows by mapping current processes, identifying inefficiencies, and automating handoffs between...
- Governance and risk for executive leadershipEnterprise AI governance for executive leadership involves implementing a system like AsscherAi, which provides a single source of truth for...
- Productivity for executive leadershipExecutive leadership can use AsscherAi to investigate sales performance by asking what products are underperforming, on which channels, and how it...
- Process automation for executive leadershipAI process automation for executive leadership streamlines decision-making by providing a single, consistent view of data, automating routine tasks...
- Governance and risk for human resourcesEnterprise AI governance for human resources streamlines policy questions and planning by providing quick access to data, such as headcount and...
- Productivity for human resourcesAI productivity in human resources streamlines tasks such as answering employee queries and processing data, allowing teams to focus on strategic...
- Process automation for human resourcesAutomating human resources processes with AI can streamline policy question answering by identifying bottlenecks and handoffs between teams, such as...
- Governance and risk for financeEnterprise AI governance for finance ensures data accuracy and security by enforcing permission at retrieval, providing a clear audit trail, and...
- Productivity for financeAI productivity tools in finance help the category manager identify areas where costs can be optimised by analysing purchase orders and general...
- Process automation for financeAI process automation for finance streamlines decision-making by integrating data from various systems, such as the general ledger and budget...
- How to start with governance and riskGetting started with enterprise AI governance involves choosing a first case with a known answer, such as a shift supervisor checking the maintenance...
- How to start with productivityImplementing AsscherAi for productivity involves choosing a first case with a known answer, such as the maintenance log, to test and refine the query...
- How to start with process automationGetting started with AI process automation involves choosing a simple process with a known answer, mapping the current process, and identifying...
- Governance and risk in the enterprise: a practical guideEnterprise AI governance ensures the category manager and shift supervisor access relevant data, while enforcing permissions and auditability, to...
- Making company policy answerable with generative AIGenerative AI turns an HR policy library into something employees can query directly, answering in plain language and citing the document it came...
- Finding operational anomalies early with generative AIGenerative AI helps operations teams catch anomalies early by making a deviation cheap to investigate. Rather than waiting for a threshold alert or a...
- Cutting unplanned downtime with generative AI in productionGenerative AI reduces unplanned downtime by making the signals that precede a stoppage easy to ask about. Instead of waiting for a weekly report, a...