
Internal tooling
حوالہ جاتی نمونہAnswers from scattered internal docs, with citations
A retrieval-augmented agent that answers employee questions across scattered internal documentation and cites the source, cutting time spent hunting for answers by 76%.
ایک نظر میں
- مدت
- 13 ہفتے
- ٹیم کا حجم
- 1 فرد
- معاہدے کی نوعیت
- نئی تعمیر
- پروجیکٹ کی قسم
- اے آئی اور آٹومیشن
- شعبہ
- B2B SaaS
کن چیزوں سے بنا
صورتحال
مسئلہ
Internal knowledge is spread across wikis, drives and threads, and it goes stale unevenly. An assistant that answers confidently from an outdated page is worse than no assistant, because it is believed.
ہم نے کیا کیا
Retrieval over generation, with citations mandatory and freshness treated as a ranking signal.
وہ فیصلے جو اہم تھے
Citations are not optional
Every answer links the documents behind it. Without that, nobody can tell a good answer from a fluent one.
Freshness weighted in retrieval
Recency contributes to ranking so a superseded page does not outrank the document that replaced it.
کیا بدلا
- reduction in search time
- 76%reduction in search time
- of answers carry a source citation
- 100%of answers carry a source citation
76% less time spent searching, with every answer traceable to the documents it came from.
استعمال شدہ خدمات
- Ingestion and chunking pipeline across document sources
- pgvector retrieval with freshness-weighted ranking
- Cited answer interface
ہم کیا مختلف کرتے
ہر منصوبے میں ایسی ایک بات ہوتی ہے۔ اسے شائع کرنا ہی اصل نکتہ ہے — جس کیس اسٹڈی میں کوئی پچھتاوا نہ ہو وہ ثبوت نہیں، تشہیر ہے۔
Retrieval quality set the ceiling on everything. Effort spent on chunking and freshness paid back far more than any prompt work did.
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