{"id":"https://openalex.org/W4414217539","doi":"https://doi.org/10.1002/aaai.70028","title":"Evaluation and incident prevention in an enterprise AI assistant","display_name":"Evaluation and incident prevention in an enterprise AI assistant","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4414217539","doi":"https://doi.org/10.1002/aaai.70028"},"language":"en","primary_location":{"id":"doi:10.1002/aaai.70028","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aaai.70028","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aaai.70028","source":{"id":"https://openalex.org/S163019073","display_name":"AI Magazine","issn_l":"0738-4602","issn":["0738-4602","2371-9621"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Magazine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aaai.70028","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091474850","display_name":"Akash V. Maharaj","orcid":"https://orcid.org/0000-0001-8625-1844"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akash V. Maharaj","raw_affiliation_strings":["Adobe Inc.  San Jose USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Inc.  San Jose USA","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063845534","display_name":"David Arbour","orcid":"https://orcid.org/0000-0002-9932-7657"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Arbour","raw_affiliation_strings":["Adobe Research  San Jose USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Research  San Jose USA","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100392994","display_name":"Daniel C. Lee","orcid":"https://orcid.org/0000-0002-9718-5579"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Lee","raw_affiliation_strings":["Adobe Inc.  San Jose USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Inc.  San Jose USA","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042584669","display_name":"Uttaran Bhattacharya","orcid":"https://orcid.org/0000-0003-2141-9276"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Uttaran Bhattacharya","raw_affiliation_strings":["Adobe Research  San Jose USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Research  San Jose USA","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034026499","display_name":"Anup Rao","orcid":"https://orcid.org/0009-0004-7226-7860"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anup Rao","raw_affiliation_strings":["Adobe Research  San Jose USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Research  San Jose USA","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117110916","display_name":"Austin Zane","orcid":null},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Austin Zane","raw_affiliation_strings":["University of California  Berkeley USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California  Berkeley USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017768355","display_name":"Avi Feller","orcid":"https://orcid.org/0000-0001-7319-5468"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Avi Feller","raw_affiliation_strings":["University of California  Berkeley USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California  Berkeley USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032971738","display_name":"Kun Qian","orcid":"https://orcid.org/0000-0002-1918-6453"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kun Qian","raw_affiliation_strings":["Adobe Inc.  San Jose USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Inc.  San Jose USA","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040390469","display_name":"Sajjadur Rahman","orcid":"https://orcid.org/0000-0003-4210-1582"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sajjadur Rahman","raw_affiliation_strings":["Adobe Inc.  San Jose USA"],"raw_orcid":"https://orcid.org/0000-0003-4210-1582","affiliations":[{"raw_affiliation_string":"Adobe Inc.  San Jose USA","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037837260","display_name":"Yunyao Li","orcid":"https://orcid.org/0000-0002-3073-3227"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yunyao Li","raw_affiliation_strings":["Adobe Inc.  San Jose USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Inc.  San Jose USA","institution_ids":["https://openalex.org/I1306409833"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5040390469"],"corresponding_institution_ids":["https://openalex.org/I1306409833"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35400785,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"46","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9857000112533569,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9857000112533569,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9681000113487244,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6342999935150146},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5640000104904175},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5421000123023987},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5015000104904175},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4429999887943268},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.38749998807907104}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6342999935150146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6237000226974487},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5640000104904175},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5421000123023987},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5015000104904175},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4429999887943268},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.38749998807907104},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.37770000100135803},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.365200012922287},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3409999907016754},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3287000060081482},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3118000030517578},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.31130000948905945},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2978000044822693},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.29739999771118164},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28690001368522644},{"id":"https://openalex.org/C2985105721","wikidata":"https://www.wikidata.org/wiki/Q13479512","display_name":"Incident response","level":2,"score":0.2863999903202057},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.2827000021934509},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.26179999113082886},{"id":"https://openalex.org/C105002631","wikidata":"https://www.wikidata.org/wiki/Q4833645","display_name":"Subject-matter expert","level":3,"score":0.2547999918460846}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/aaai.70028","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aaai.70028","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aaai.70028","source":{"id":"https://openalex.org/S163019073","display_name":"AI Magazine","issn_l":"0738-4602","issn":["0738-4602","2371-9621"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Magazine","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1002/aaai.70028","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aaai.70028","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aaai.70028","source":{"id":"https://openalex.org/S163019073","display_name":"AI Magazine","issn_l":"0738-4602","issn":["0738-4602","2371-9621"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Magazine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414217539.pdf","grobid_xml":"https://content.openalex.org/works/W4414217539.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W2039237691","https://openalex.org/W2059216172","https://openalex.org/W2096623936","https://openalex.org/W2615593621","https://openalex.org/W2800118084","https://openalex.org/W2981895326","https://openalex.org/W2990138404","https://openalex.org/W3092479831","https://openalex.org/W3100473510","https://openalex.org/W3107855336","https://openalex.org/W3160909372","https://openalex.org/W3198062477","https://openalex.org/W3214625496","https://openalex.org/W3216312364","https://openalex.org/W4221014470","https://openalex.org/W4285310604","https://openalex.org/W4309674289","https://openalex.org/W4385567101","https://openalex.org/W4390623370","https://openalex.org/W4391093174","https://openalex.org/W4391713912","https://openalex.org/W4396831993","https://openalex.org/W4400113208","https://openalex.org/W4401042823","https://openalex.org/W4402684073","https://openalex.org/W4404783774","https://openalex.org/W4409357579","https://openalex.org/W4412444947","https://openalex.org/W4412537364"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Enterprise":[1],"AI":[2,132,168],"Assistants":[3],"are":[4],"increasingly":[5],"deployed":[6],"in":[7,137],"domains":[8],"where":[9],"accuracy":[10],"is":[11],"paramount,":[12],"making":[13],"each":[14],"erroneous":[15],"output":[16],"a":[17,24,50,71,101],"potentially":[18],"significant":[19],"incident.":[20],"This":[21],"paper":[22],"presents":[23],"comprehensive":[25],"framework":[26,53],"for":[27,54,76,151,163],"monitoring,":[28],"benchmarking,":[29],"and":[30,59,73,80,91,99,111,128,166],"continuously":[31],"improving":[32],"such":[33],"complex,":[34],"multi\u2010component":[35],"systems":[36],"under":[37],"active":[38],"development":[39,86],"by":[40,143],"multiple":[41,85],"teams.":[42],"Our":[43],"approach":[44,148],"encompasses":[45],"three":[46],"key":[47],"elements:":[48],"(1)":[49],"hierarchical":[51],"\u201cseverity\u201d":[52],"incident":[55],"detection":[56],"that":[57],"identifies":[58],"categorizes":[60],"errors":[61],"while":[62],"attributing":[63],"component\u2010specific":[64],"error":[65],"rates,":[66],"facilitating":[67],"targeted":[68],"improvements;":[69],"(2)":[70],"scalable":[72],"principled":[74],"methodology":[75],"benchmark":[77],"construction,":[78],"evaluation,":[79,107,159],"deployment,":[81],"designed":[82],"to":[83],"accommodate":[84],"teams,":[87],"mitigate":[88],"overfitting":[89],"risks,":[90],"assess":[92],"the":[93,109,126,161],"downstream":[94],"impact":[95],"of":[96,113,130,154],"system":[97],"modifications;":[98],"(3)":[100],"continual":[102],"improvement":[103],"strategy":[104],"leveraging":[105],"multidimensional":[106],"enabling":[108],"identification":[110],"implementation":[112],"diverse":[114],"enhancement":[115],"opportunities.":[116],"By":[117],"adopting":[118],"this":[119,146],"holistic":[120],"framework,":[121],"organizations":[122],"can":[123],"systematically":[124],"enhance":[125],"reliability":[127],"performance":[129],"their":[131,135],"Assistants,":[133],"ensuring":[134],"efficacy":[136],"critical":[138],"enterprise":[139],"environments.":[140],"We":[141],"conclude":[142],"discussing":[144],"how":[145],"multifaceted":[147],"opens":[149],"avenues":[150],"various":[152],"classes":[153],"enhancements,":[155],"including":[156],"human\u2010AI":[157],"collaborative":[158],"paving":[160],"way":[162],"more":[164],"robust":[165],"trustworthy":[167],"systems.":[169]},"counts_by_year":[],"updated_date":"2026-03-13T14:20:09.374765","created_date":"2025-10-10T00:00:00"}
