InayofuataMwongozo unaofuata
Mwandishi Enterprise AI
Makampuni
MWONGOZO wa Makampuni
Contextual AI builds retrieval-augmented generation (RAG) systems for enterprise knowledge work.
Sikiliza mwongozo huuInaonyeshwa na AI · ~2 min
Co-founder Douwe Kiela co-authored the original 2020 RAG paper; the company says its platform combines retrieval and generation components for company documents.
Contextual AI was founded in 2023 by Douwe Kiela and Amanpreet Singh. Kiela co-authored the original 2020 RAG paper with Patrick Lewis and other researchers; the paper is not a company paper and Kiela was a co-author rather than a listed lead author. The company offers a managed RAG platform with extraction, retrieval, reranking, and generation components. Contextual AI says it tunes these components together, but accuracy and performance depend on the corpus and task and should be measured in evaluation. The company describes its grounded language model (GLM) as trained to base answers on retrieved passages and express uncertainty when evidence is missing. This is a training objective, not a guarantee for every answer. Citations can help people inspect source passages, but they do not by themselves establish regulatory compliance.
A bank's analysts ask questions across internal research reports and filings, then review links to relevant source passages.
Kampuni ya uhandisi hutafuta miongo kadhaa ya mwongozo wa vifaa na kumbukumbu za matengenezo ili kutambua hitilafu za mashine bila kusoma kila PDF.
Timu ya bima hukagua maneno ya sera katika mamia ya vibadala vya mikataba ili kuthibitisha kama dai mahususi linashughulikiwa.
A pharmaceutical team retrieves clinical-trial protocols and regulatory submissions using controls matched to its data-governance requirements.
Enterprise RAG can combine document retrieval with structured data and multi-step agent workflows. Source references and evaluation logs may support review and audit, but citations alone do not satisfy a regulatory requirement; teams must assess data access, retention, security, and applicable obligations for their deployment. Performance depends on the corpus, query mix, retrieval configuration, model, and evaluation method, so changes should be measured on representative tasks.
Jarida halali
Hadithi tatu za AI zilizothibitishwa kila asubuhi ya wiki, zimetengenezwa kwa Kiingereza rahisi. Bila malipo daima, hakuna matangazo.
Barua pepe moja kila siku ya wiki. Jiondoe kwa bonyeza moja. Hatutauza au kushiriki anwani yako.
Jijaribu mwenyewe
Maoni ya haraka juu ya kila jibu, na cheti kinachoweza kushirikishwa na kitambulisho kinachoweza kuthibitishwa baada ya kupita kozi.
Changia elimu ya AI bila malipo. AI Understanding ni 501(c)(3) isiyo na faida — hakuna matangazo, hakuna kizuizi cha malipo, daima. Toa mchango
Contextual AI builds retrieval-augmented generation (RAG) systems for enterprise knowledge work. Co-founder Douwe Kiela co-authored the original 2020 RAG paper; the company says its platform combines retrieval and generation components for company documents.
RAG inawakilisha Retrieval-Augmented Generation, ambapo modeli hurejesha hati husika kabla ya kutoa jibu.
The original RAG paper lists Douwe Kiela as a co-author. Contextual AI’s other co-founder, Amanpreet Singh, is not listed among that paper’s authors.
Contextual AI describes grounding and uncertainty as training objectives for its GLM; this behavior is not guaranteed for every response and must be evaluated on the intended corpus.
Kupanga upya hupanga vipande vilivyorejeshwa hapo awali ili vifungu vinavyofaa zaidi vifikie jenereta.
Contextual AI says it tunes extraction, retrieval, reranking, and generation as one platform. That is a company-described design goal; results depend on the workload and should be tested.
Endelea kujifunza
Miongozo zaidi imechaguliwa kwa mada hii
InayofuataMwongozo unaofuata
Mwandishi Enterprise AI
Makampuni