Markeltree is an intelligent cognitive automation vendor offering the startup, enterprise, and global brands to automate complex business processes not yet covered by the rule-based systems. Our cognitive automation product is built using artificial intelligence, machine learning, natural language processing, and data analytics to make our operations smarter, faster and more adaptable.
It integrates AI-driven decision-making capabilities, such as NLP and document understanding, with process automation to process unstructured inputs. This is about going beyond rule-based automation to understanding emails, forms and free text.
Use cases include contracts, invoices, forms, and other documents that contain a lot of unstructured text. Document types are established in discovery for processing complexity.
It can help inform and facilitate decision-making, but usually high-stakes decisions require human review. The level of autonomy is determined for each process according to the risk tolerance level.
This will depend on the quality of the documents and complexity, so testing with your actual documents prior to full deployment is suggested. Benchmarks are set as part of a pilot phase.
The biggest benefits are in document-oriented sectors such as legal, healthcare, insurance, and finance. These sectors usually have to deal with a lot of unstructured documents manually.
This will vary based on the amount of processes being automated, and can take several weeks to a few months. The more complex the source documents, the more impact it has on the timeline.
| Use Case | What It Does | Best Fit / Outcome |
|---|---|---|
Intelligent Decision-Making | Whereas other traditional 'rule-based' automation methods operate on established rules for data interpretation, cognitive automation utilizes sophisticated approaches, involving Artificial Intelligence, Machine learning and Natural Language processing, to understand the unstructured input, evaluate the situation, and take decisions within their context so as to improve business processes more human-likely, flexible and responsive business processes than rigid, rule-driven ones. | |
Increased Process Automation | Instead of relying on manual labor that would perform tasks that demand human judgment, the automated and cognitive systems tackle and complete time-intensive and judgement-driven work. Thus it reduces business costs by reducing manual processes and by providing organizations with the potential to spend the effort on higher-value work. | |
Accessing Unstructured Data | Traditional RPA (Robotic Process Automation) isn’t particularly effective when attempting to extract value from unstructured data sources such as scans, PDFs and even emails or images. With enhanced NLP and intelligence for document understanding, many modern cognitive automation tools are adept at extracting and processing unstructured information, unlocking potential for automation in an array of manual workflows. | |
Self-Learning & Optimization | Properly deployed, cognitive automation services actually ‘learn’ from the outcomes of previous automation cycles, and improve themselves to higher levels of accuracy over time without requiring repeated reconfiguring or manual adjustment. | |
Less Errors and Greater Accuracy | With less human intervention comes less human error - and that includes less human-written or processed information errors - on repetitive and often monotonous, data-heavy workflows, leading to greater consistency and reliability for everything from data entry to claims processing to compliance and regulatory filings. | |
Broad Applications Across Business functions | Whether it's in finance, customer service, supply chain, HR, or many other areas, cognitive automation services have enterprise-wide application and a greater impact across the entire organization, as opposed to fragmented, single-use automation bots. | |
Improving Customer and Employee Experiences | By automating tiresome back office tasks, responding more quickly to needs, and reducing the customer service bottleneck, this technology can offer huge benefits for employee morale and for delivering faster, more efficient, accurate, and personalized service to customers. |
We automate the complicated processes with AI-driven systems that gain knowledge, evolve, and become better with time.
The automation of cognition solution is what we are offering to process structured and unstructured data, to derive meaningful insights.
We make systems to be able to analyze patterns and allow them to suggest the best possible action in real time.
We use cognitive technologies to automate the understanding of documents, their classification, and information extraction.
Our cognitive automation application is a continuous learner based on data and user responses to enhance performance.
Cognitive automation is a process that helps businesses to go beyond traditional automation due to its use of intelligence in processing. By collaborating with a professional cognitive automation solution provider, it is assured that the productivity level will be higher, it will be less costly, and it will lead to improved decision-making.
We design and implement cognitive automation solutions that transform complex business processes.
We analyze the existing workflow to understand repeating and judgment-heavy business processes that could be augmented via cognitive automation solutions and determine the impact the process analysis can bring.
For the selected business processes, our team defines and prepares the cognitive automation solution and roadmaps each stage-first to identify and develop an array of desired AI and ML models and associated business value based on a thorough assessment of your identified opportunities.
Our team gathers the pertinent and relevant datasets, like unstructured ones- emails, scanned files, PDFs, etc. Data is structured to prepare the required underlying AI and ML models appropriately and in a reliable manner.
AI models are designed, and trained within the cognitive automation solution so that your desired business process can interpret, deduce and make accurate and informative decisions.
We are committed to develop and configure the cognitive automation platform itself by integrating AI models to automation workflows, connecting these models to your existing business system and applications, databases, etc.
To evaluate cognitive automation services effectively, rigorous real-world testing is performed. To enhance performance and accuracy, AI models would be fine-tuned to ensure that the service would work appropriately.
System is deployed successfully and monitoring as well as optimization process is ongoing, training new models whenever necessary and fine-tuning system performance in order to cope up with your business requirement changes.
Enterprise cognitive automation platform combining AI decision engines, document intelligence, NLP, and predictive analytics to automate complex knowledge-based business processes.
Increase productivity through intelligent systems and process automation.
Markeltree helped us implement cognitive automation that eliminated repetitive manual tasks and significantly improved operational efficiency. Their solution has transformed the way our teams work every day.
