System Behavior Profiling-Based Dynamic Competency Analysis. US Patent (Pending): 17/157,599 (Jan 2021). Lead Inventor. Co-inventors: K. Day, V. Kaulgud, S. Podder, and N. Dubash.

Utilizing Natural Language Processing Similarity Matching to Determine Whether a Problem Requires Quantum Computing or Classical Computing. US Patent (Pending): 17/107,357 (Nov 2020); India Patent (Pending): 202041021399 (May 2020). Lead Inventor. Co-inventors: V. Kaulgud, R. Kaslay, and S. Podder

Using Similarity Analysis and Machine Learning Techniques to Manage Test Case Information. US Patent (Granted): US10768893B2 (Sep, 2020); Australia Patent (Pending): 2018264047 (Nov, 2018) Link. Lead Inventor. Co-inventors: D. Rawat, N. Dubash, and S. Podder

Learning Based Incident or Defect Resolution, and Test Generation. US Patent (Granted): US10771314B2 (Sep, 2020); India Patent (Pending): IN 201711032766. Lead Inventor. Co-inventors: D. Rawat and S. Sengupta

Continuous Learning Based Application Related Trade-off Resolution and Implementation. India Patent (Pending): 202011017756 (April 2020). Lead Inventor. Co-inventors: V. Kaulgud, A. Burden, S. Podder, N. Shukhavasi, ans N. Sarmah

Continuous Learning based Semantic Matching for Textual Samples. US Patent (Granted): US 10409914 B2 (Sep, 2019) Link; Australia Patent (Granted): 2018278988 (Sep 2020) Link; India Patent (Pending): 201641029668. Lead Inventor. Co-inventors: S. Sengupta, M. Savagaonkar, S. Podder, and S. K. Murthy

Natural Language Dialogue System Perturbation Testing. US Patent (Pending): 16/721,642 (Dec, 2019); India Patent (Pending). Lead Inventor. Co-inventors: S. Podder

Machine Learning Based Semantic Structural Hole Identification. US Patent (Pending): 16/594,899 (Oct, 2019); India Patent (Pending). Lead Inventor. Co-inventors: S. Podder

Machine Learning Based Quantification of Performance Impact of Data Irregularities. US Patent (Pending): 16/526,471 (Jul, 2019); India Patent (Pending). Lead Inventor. Co-inventors: S. Podder and N. Sukhavasi

Generating Test Data from Samples using Natural Language Processing and Structure-Based Pattern Determination. US Patent (Granted): US 10204032 B2 (Feb, 2019) Link; EU Patent (Pending): EP3249547 A1 Link; India Patent (Pending): 201641018370. Lead Inventor. Co-inventors: M. Savagaonkar, N. Dubash, S. Podder, R. Singh, and V. Surya

Anticipatory Sample Analysis for Application Management. US Patent (Granted): US 10169330 B2 (Jan, 2019) Link; India Patent (Pending): 201641037220. Lead Inventor. Co-inventors: M. Savagaonkar and S. Podder

Identifying Trends Associated with Topics from Natural Language Text. US Patent (Granted): US 10157223 B2 (Dec, 2018) Link; Australia Patent (Granted): 2017201629 (31-May-2018) Link; India Patent (Pending): 201641009077. Lead Inventor. Co-inventors: S. Sengupta, S. Podder, R.E. Kress, and A. Menon

Constraint Extraction from Natural Language Text for Test Data Generation. Canada Patent (Granted): CA 2945458 (Sep 2019) Link; US Patent (Granted): US 10031839 B2 (July, 2018) Link; Australia Patent (Granted): 2016247156 (07-April-2017) Link; India Patent (Pending): 6071/CHE/2015 Link . Lead Inventor. Co-inventors: S. Waddar, M. Sarvagonkar, N. Dubash, and S. Podder

Automatic Prioritization of Natural Language Text Information. US Patent (Granted): US 10002188 B2 (Jun, 2018) Link; India Patent Pending: 4333/CHE/2013. Lead Inventor. Co-inventors: S. Sengupta and S. Das

Input Entity Identification from Natural Language Text Information. Australia Patent (Granted): 2016269573 (April, 2018) Link; US Patent (Granted): US 9817814 B2 (Nov, 2017) Link; India Patent (Pending): 7125/CHE/2015. Lead Inventor. Co-inventors: N. Dubash, S. Podder, and D. Rawat

Inferring Type Classification from Natural Language Text. US Patent (Granted): US 9880997 B2 (Jan, 2018) Link; India Patent (Pending): 3597/CHE/2014. Lead Inventor. Co-inventors: R. Sharma

User-Guided Search Query Expansion. US Patent (Granted): US 9501559 B2 (Nov, 2016) Link; India Patent (Pending): 1007/CHE/2014. Lead Inventor. Co-inventors: S. Das

Grouping Semantically Related Natural Language Specifications of System Requirements into Clusters. US Patent (Granted): US 9454602 B2 (Sep 2016) Link. Lead Inventor. Co-inventors: S. Sengupta and S. Das

Component Discovery from Source Code. India Patent (Granted): 335860 (April 2020); US Patents : (Granted) US 9836301 (Dec 2017) Link; (Granted) US 9323520 B2 (April 2016) Link; (Granted) US 8881104 B2 (Nov, 2014) Link; EU Patent (Pending): EP2650780 (A3) Link. Lead Inventor. Co-inventors: A. Km, V. Kaulgud, S. Sengupta, and G. Titus

Entity Disambiguation in Natural Language Text. US Patent (Granted): US 9245015 B2 (Jan 2016) Link; India Patent (Pending): 1121/CHE/2014. Lead Inventor. Co-inventors: S. Das. ** Global Finalist (top 3) for the Accenture Invention of the Year Award 2017 **

Temporal Variation Identification of Regulatory Compliance Based Robotic Agent Control. US Patent (Pending): 16/186,006 (Nov, 2018); EU Patent (under filing process). Lead Inventor. Co-inventors: D. Rawat, V. Kaulgud, K. Singhi, and S. Podder

Natural Language Unification based Robotic Agent Control. US Patent (Pending): 16/020,566 (Jun, 2018); India Patent (Pending): 201844024135; EU Patent (under filing process). Lead Inventor. Co-inventors: D. Rawat, S. Podder, B. Ghosh, and N. Dubash

Natural Language Eminence based Robotic Agent Control. US Patent (Granted): US 10824870 B2 (Nov, 2020); India Patent (Pending): 201844024137; EU Patent (under filing process). Lead Inventor. Co-inventors: D. Rawat, S. Podder, B. Ghosh, and N. Dubash

Feature Extraction for Machine Learning. US Patent (Granted): US10565520B2 (Oct, 2019) Link; India Patent (Pending): 6492/CHE/2015. Lead Inventor. Co-inventors: D. Rawat and S. Sengupta

Using Natural Language Processing and Similarity Analysis Techniques to Select a Best-Fit Automation Service. US Patent (Pending): 15/983,702 (May, 2018); India Patent (Pending): 201741018382. Co invented with V. Kaulgud, S. Podder, M. Savagoankar, V. Saujanya, P. Debnath, and R. Mehra

Recommending Machine Learning Techniques, Features, and Feature Relevance Scores. US Patent (Pending): 15/982,565 (May, 2018). Lead Inventor. Co-inventors: D. Rawat and S. Sengupta

System and Method for Collaborative Monitoring of Policy Violations. US Patent Application: 12/057,855. Publication No. US 2009-0249433 A1 (1-Oct-2009) Link. Lead Inventor. Co-inventors: I. Saha

Probabilistic Modeling of Collaborative Monitoring of Policy Violations. US Patent Application: 12/171,225. Publication No.: US 2010-0010776 A1 (14-Jan-2010) Link . Co invented with I. Saha

Adaptive Learning for Enterprise Threat Management. US Patent Application: 12/171,231. Publication No.: US 2010-0007489 A1 (14-Jan-2010) Link . Lead Inventor.

Software Testing using AI Techniques. India Patent (Pending): 201741001446 (Jan 2017). Co-invented with A. Dwarakanath, N. Dubash, N. Ramachandran, KM Annervaz, and S. Podder.

System and a method for Natural Language Text based Insight Disambiguation for Images. India Patent (Pending): 201741022771; India Patent (Pending): 201641009077. Lead Inventor. Co-inventors: D. Rawat, S. Podder, B. Ghosh, and N. Dubash