This The Hive Think Tank talk by Venkat Srinivasan, CEO of RAGE Frameworks, focuses on successful applications of AI in the Enterprise. We start with a broad and more inclusive definition of AI in the context of enterprise business processes.
We introduce a taxonomy of AI solution methods that broaden the focus beyond a narrow focus on deep learning based on neural nets. In line with the taxonomy, we present several successful AI applications in use today at major corporations across industries including financial services, manufacturing/retail, professional services, logistics. These applications range from commercial lending, contract review, customer service intelligence, market and competitive intelligence, signals for capital markets, regulatory compliance and others.
7. |
7
AI in the Enterprise
Machine Intelligence - Functional Architecture
…it’s
possible
Source:
The
Intelligent
Enterprise
in
the
Era
of
Big
Data,
Srinivasan,
Wiley,
2016
27. | 27
RTI systematically interprets and analyzes all publicly and privately available content in
the context of a company, an industry and macro environment, to generate RTI Signal
Heatmaps draw attention to securities with the most change in
their cumulative signal strength highlighting the overall impact
on a company from the market developments around it
For each company, the RTI Signal can be further broken down
by specific business drivers that may be impacting a company
RTI Signal leads the stock price for 30 – 40% of the companies
in RAGE portfolio (Coverage over 8000 companies)
For each company, the cumulative RTI Signal can be tracked
over time with key triggers by date
4. alpha – RTI vs Stock price 3. Company view over time
1. Portfolio View 2. Company view by business drivers
Stock Price (Log)
RTI Cumulative Score
1.66
1.68
1.7
1.72
1.74
1.76
1.78
1.8
1.82
1.84
-‐1.5
-‐1
-‐0.5
0
0.5
1
1.5
2
04/01 04/22 05/13 06/03 06/24 07/15 08/05 08/26 09/16 10/07 10/28 11/18
RTI Stock
Price
(Log)
28. RTI is not a black box: Drill down into the business drivers to see specific content
pertaining to that driver deemed relevant by the RAGE Semantics Engine
| 28
5
Expand the Factors to drill down
into content pertaining to that
factor
29. 29
Impact Network – Wal-Mart Stores, Inc. (WMT) Plans To Unseat Amazon.com, Inc.
(AMZN) Prime (Topic: Expansion and Closure;; Score: 0.3)
1st
Order
Effect
http://learnbonds.com/118763/wal-mart-stores-inc-wmt-plans-to-unseat-amazon-com-inc-amzn-prime/118763/
Topic: Expansion and Closure
Driver: Product Launch
Sector: Retail
Primary Impact: Low Medium Positive
RAGE
SI
Engine
S
1
S
2
S
3
S
4
S
5
Impact Network
[Deep Semantic Interpretational Map]
S
6
S
7
S1: Wal-Mart Stores, Inc.
(NYSE:WMT) plans to rival
Amazon.com, Inc.
(NASDAQ:AMZN) with the launch
of a new delivery system that
costs less.