|
|
|
Collective Intelligence
|
|

Overview:
Panda Security’s Collective Intelligence works as
an online, real-time database that stores the
majority of signature files, keeping them at a
minimum on the endpoint. Every Panda user is a
sensor for new malware, sending statistical data
about malware prevalence back to the cloud. This new
approach reduces bandwidth consumption on customers’
PCs and provides faster and more comprehensive
up-to-date protection.
The Collective Intelligence approach has been
piloted by millions of users of many Panda free
products since 2007, allowing Panda to collect ten
times as much malware samples as traditional
antivirus vendors.
Panda Security is the first security
vendor that has the technology, the
infrastructure, the knowledge and the experience to
apply the Collective Intelligence approach to its
commercially available products. The new Panda 2010
Consumer products are based on Collective
Intelligence; the benefits of this new product line
can be summarized as follows: Maximum
protection with minimum impact on your PC.
|

Collective Intelligence automates the
process of malware detection
to proactively protect you against the
latest threats. |
 
Collective intelligence dramatically
reduces memory consumption and minimizes
the impact on your PC.
We’d like to invite you
to read the next pages and find out more
about Collective Intelligence, its
fundamentals, a simple description of
the way it works and the outstanding
benefits for the Panda 2010 product
users. |
Malware Landscape:
Current malware is invisible, silent and most
importantly, financially motivated. Security has
moved beyond protecting your computer to protecting
your identity. Today it is not only about computer
security, it is about identity protection.
Cyber-crime is migrating from amateurs to
professionals working for organized crime rings.
These criminal enterprises are so efficient and
confident that they operate like legitimate
businesses.
The number of malware variants is growing
exponentially while the number of computers infected
by each sample is decreasing. The gap between
created and detected malware keeps increasing.

Malware collected per
month – AV-
As a result, security solutions solely based on
continuously updated signature files cannot keep up
with malware growth. They are no longer sufficient
to guarantee users’ security.
“Collective Intelligence” Fundamentals:
- Collection of data from the community. The system centrally collects and stores behavioral patterns of programs, file traces, new malware samples, etc. This data comes
from Panda users and from other organizations. This extensive capacity to collect information provides greater visibility and full traceability of new malware techniques
and distribution points.
- Automatic leverage of data. The system automatically analyzes and classifies the thousands of new samples received every day. To do this, an expert system correlates
the data received from the user community with PandaLab’s extensive malware knowledge base. The system automatically returns verdicts (malware or goodware) on the new files
received, thereby protecting users faster and better. Additionally, a constantly updated white list of over 10 million files prevents known ‘good’ files from being scanned,
improving and speeding up the scanning process and minimizing the resource consumption of protected systems.
- Making the knowledge and solution available. This knowledge is delivered to users as web services or through signature file updates and real-time queries to the cloud.
The Collective Intelligence approach allows
detecting much more malware than the manual
detection system that some laboratories use. Also,
it can detect even threats not yet identified.
Combining Collective Intelligence and TruPrevent
technologies. Panda is capable to detect the most
sophisticated malware.

User Benefits:
| |
Panda 2010 retail products |
Traditional antiviruses |
|
Improved Detection |
Each Panda customer acts as a
malware sensor. As soon as a
malicious process is detected on a
user’s PC by the Collective Intelligence
servers, all users worldwide
automatically benefit from that specific
detection in real-time. This results in
close to real-time detection -not only
of initial malware outbreaks- but also
of targeted attacks aimed at infecting a
small number of users to stay below the
radar. NOTE that this model
does not present any privacy issues,
since no personal information is sent
from the user’s PC to the Collective
Intelligence server. In other words,
there is no data transfer; only queries
are sent from the user’s PC to the CI
server. |
Traditional antivirus solutions are
architected with a PC-centric
philosophy. This means that a PC
is treated as a single unit in
time and any malware detected within
that PC is considered separately from
the rest of the malware samples detected
in millions of other PCs. |
|
Improved Desinfection |
Automated, short-lasting processing and
classification. Thanks to the Collective
Intelligence infrastructure, the malware
collection, classification and
remediation processes are automated and
performed online for the vast majority
of strains. |
Semi-manual, long-lasting
processing and classification.
Each new malware sample needs to be sent
to the lab by an affected user, reversed
engineered to create a detection
signature and disinfection routine, sent
to quality assurance for testing,
uploaded to production servers,
replicated worldwide, and finally
downloaded and applied by customers. |
|
Improved Detection & resource
consumption |
No resource limitation.
The scanning power used at the
Collective Intelligence servers is only
limited by hardware and bandwidth
scaling. With Collective Intelligence,
the majority of malware samples can be
analyzed and classified automatically
with the most resource-intensive
proactive techniques in a matter of
minutes. Most processes are performed
‘in the cloud’ and not on the customers’
PC, where fewer resources are available. |
Traditional
antivirus solutions perform the
scanning processes on the users’ PCs,
taking up a lot of their limited
resources. This prevents them
from being able to use
resource-intensive proactive techniques. |
|
Improved Detection & resource
consumption |
The automated malware
remediation module
automatically creates detection and
disinfection signatures for the samples
previously analyzed by the processing
and classification module. Most
signatures do not need to be downloaded
to each customer as they operate from
the cloud. |
With traditional antivirus solutions,
remediation is done
semi-manually. Also, all
signatures need to be downloaded to the
customer, consuming bandwidth and memory
resources. |
|
Continuous improvement of protection
tools |
The community feature of Collective
Intelligence provides full
visibility and traceability of
the new malware techniques and
distribution points. This knowledge
allows Panda to continuously improve
customer protection, and has some
interesting applications and benefits
for law enforcement efforts. |
Traditional antivirus suppliers have
partial visibility and limited
traceability of malware and
therefore cannot improve their products
as quickly as necessary. The protection
offered by their products gets worse
every day. |
| Improved Detection & resource consumption |
Panda Security’s Collective Intelligence
platform includes a white-listing
component that complements and improves
black-list detection reducing false
positives and scanning and processing
times. |
Traditional antivirus solutions need to
scan all files, including ‘good’ ones,
and therefore consume more system
resources with more false positives. |
|
|