Point of View . Essays & Reading

How we read the current moment in enterprise AI.

The post-SaaS thesis. Industry essays. Tradeoffs we see worth naming. Published as we write them.

Stepan PushkarevMay 6, 2026

Build-to-fit is the new procurement.

The buy-vs-build decision was a cost decision. Cost just inverted — and a new managed-services category is forming around the workloads SaaS never fit.

OtherRead

Forward Deployed Engineering needs a Forward Deployed Executive

Article

7 min

Stepan PushkarevApr 15, 2026

Forward Deployed Engineering needs a Forward Deployed Executive

The Forward Deployed Engineer is the right unit of work for AI adoption inside an enterprise. It is one altitude too low for the outcomes most enterprises actually want.

OtherRead

Shift-Left Security Scanning With Claude Code & Semgrep

Article

14 min

Konstantin MakarychevMar 27, 2026

Shift-Left Security Scanning With Claude Code & Semgrep

A guide for developers and technical leads on how to add automated security checks directly into Claude Code workflows – from local IDE to CI/CD pipeline – using Semgrep through MCP as the connection tool

OtherRead

Legacy Modernization with Claude Code: A Workflow for Product-Led Development

Article

9 min

Oleg ShuralevMar 19, 2026

Legacy Modernization with Claude Code: A Workflow for Product-Led Development

Claude Code make it easier for organizations to modernize any legacy product, without losing the business logic and product knowledge embedded in the old system. Using an internal HR application as an example, we show a product-led workflow that starts by extracting and validating functional requirements from the legacy codebase, then uses AWOS to turn those requirements into a structured roadmap, architecture, tasks, agent-driven implementation, and verification. Successful legacy modernization depends less on migrating old code or choosing the perfect stack and more on clearly defining the product, preserving what already works, and using a repeatable AI-assisted delivery workflow to rebuild faster and with less risk.

OtherRead

Measuring the ‘Claude Effect’: Provectus’ Metrics Framework for Dev Productivity ROI

Article

7 min

Konstantin MakarychevFeb 26, 2026

Measuring the ‘Claude Effect’: Provectus’ Metrics Framework for Dev Productivity ROI

AI now produces a large share of new code, yet enterprise engineering productivity has barely moved because most teams use LLMs as faster autocomplete and measure the wrong outputs

OtherRead

Provectus Joins the Launch of Anthropic’s Claude for Healthcare and Life Sciences

News

2 min

ProvectusJan 12, 2026

Provectus Joins the Launch of Anthropic’s Claude for Healthcare and Life Sciences

Provectus is excited to become a launch partner for Anthropic’s Claude for Healthcare and Claude for Life Sciences. Learn more about our role!

HealthcareRead

Building a Production-Grade AI Debugging Agent with Claude and GitHub Actions

Article

16 min

Alberto SossaDec 22, 2025

Building a Production-Grade AI Debugging Agent with Claude and GitHub Actions

Software engineers spend 35-50% of their time debugging, a number that increases dramatically when bugs reach production. What starts as a 30-minute feature can become a 5-hour debugging marathon, cascading through delayed releases and frustrated stakeholders.

OtherRead

Provectus at AWS re:Invent 2025: Leading the Agentic AI Transformation

Article

8 min

ProvectusDec 10, 2025

Provectus at AWS re:Invent 2025: Leading the Agentic AI Transformation

Provectus is excited to attend and participate in AWS re:Invent 2025, to learn, connect, and grow alongside some of the brightest minds in AI.

Financial ServicesRead

Agent Telemetry: Building Traces, Metrics & CI/CD for Claude Agents

Article

16 min

Pavel BorobovNov 4, 2025

Agent Telemetry: Building Traces, Metrics & CI/CD for Claude Agents

Agent telemetry is the systematic collection and analysis of execution data from AI systems where LLMs determine the control flow. Unlike traditional software, AI agents exhibit non-deterministic behavior through complex reasoning chains, tool selections, and context-aware decisions.

Financial ServicesRead

Differential Privacy for LLM Pipelines: Lessons from Anthropic's Clio

Article

19 min

Pavel BorobovAug 20, 2025

Differential Privacy for LLM Pipelines: Lessons from Anthropic's Clio

Can we harness LLMs' full potential without compromising user privacy? Discover how Anthropic's new system, Clio, presents a case study of that.

Financial ServicesRead

Provectus Recognized in Forrester's AI Technical Services Landscape

News

2 min

ProvectusJun 11, 2025

Provectus Recognized in Forrester's AI Technical Services Landscape

We are excited to be recognized in Forrester's The AI Technical Services Landscape, Q2 2025 report. Another milestone for the Provectus team!

Financial Services, Healthcare, OtherRead

Provectus and AWS Strategic Collaboration to Accelerate Enterprise AI Transformation

News

2 min

ProvectusJun 4, 2025

Provectus and AWS Strategic Collaboration to Accelerate Enterprise AI Transformation

Provectus and AWS enter into a multi-year Strategic Collaboration Agreement (SCA), to help enterprises adopt and scale AI/ML/GenAI solutions.

Financial Services, HealthcareRead

Provectus Appoints Torsten Kriedt as Principal, AI Value Creation

News

1 min

ProvectusJan 14, 2025

Provectus Appoints Torsten Kriedt as Principal, AI Value Creation

Provectus is excited to appoint Torsten Kriedt as Principal, AI Value Creation, to drive digital and AI transformation initiatives.

Financial ServicesRead

Provectus at AWS re:Invent 2024: Powering Business Transformation with Generative AI

Article

14 min

ProvectusDec 12, 2024

Provectus at AWS re:Invent 2024: Powering Business Transformation with Generative AI

In today's era of disruption, Provectus is committed to helping businesses stay ahead. From advanced GenAI solutions to unified frontier systems that merge AI/ML/GenAI, Data, and Analytics, we are excited to bring the transformative power of these innovations, already available on AWS, to our customers.

Financial ServicesRead

Provectus Achieves AWS Financial Services Competency to Help Financial Organizations Accelerate AI Transformation

News

2 min

ProvectusNov 26, 2024

Provectus Achieves AWS Financial Services Competency to Help Financial Organizations Accelerate AI Transformation

This competency recognizes Provectus as an AWS Partner that helps financial organizations streamline and scale their digital and AI transformation initiatives on AWS.

Financial ServicesRead

Winning Together: How Provectus and Cohere Unlock the Value of Generative AI for Business

News

5 min

ProvectusJul 30, 2024

Winning Together: How Provectus and Cohere Unlock the Value of Generative AI for Business

Learn how Provectus and Cohere have formed a strategic partnership to help businesses tackle the challenges of adopting AI & Generative AI.

OtherRead

Augmenting Sales and Marketing Operations in Financial Advisory Services with ML Lead Scoring

Article

9 min

Marat AdayevMay 10, 2024

Augmenting Sales and Marketing Operations in Financial Advisory Services with ML Lead Scoring

In today's highly competitive market, financial advisors should be able to provide exceptional service to their clients, while also ensuring sustainable business growth. To do so, they look to innovative strategies and new technologies like artificial intelligence (AI) and machine learning (ML).

Financial ServicesRead

The Future of Life Sciences: Generative AI Innovations on AWS

Article

11 min

Matt EwaltApr 5, 2024

The Future of Life Sciences: Generative AI Innovations on AWS

Today the life sciences industry is facing an era of unprecedented challenges — and opportunities — that have the potential to redefine the landscape of biomedical innovation.

Financial ServicesRead

Provectus Achieves the AWS Generative AI Competency to Help Customers Drive Value from This Disruptive Technology

News

2 min

ProvectusMar 5, 2024

Provectus Achieves the AWS Generative AI Competency to Help Customers Drive Value from This Disruptive Technology

This specialization recognizes Provectus as an AWS Partner that enables its customers to implement Generative AI to drive measurable business value.

Financial Services, HealthcareRead

Provectus Recognized in The AI Services Landscape Report

News

1 min

ProvectusJan 4, 2024

Provectus Recognized in The AI Services Landscape Report

We believe this recognition is a result of our relentless work in the AI space, and our continued commitment to creating value and driving impact for our customers through AI-enabled solutions. Lately, we have been experiencing an unprecedented surge in customers asking for advice on adopting Generative AI solutions in their business. In response, we are scaling up our R&D and transforming our operational processes with AI, to accommodate the demand and better meet our customers’ needs.

Financial Services, Healthcare, OtherRead

Provectus at AWS re:Invent 2023: Leading the Charge in Generative AI Innovation

Article

10 min

ProvectusDec 7, 2023

Provectus at AWS re:Invent 2023: Leading the Charge in Generative AI Innovation

AWS re:Invent 2023 event was more than just a conference — it was a celebration of the latest in cloud technology and AI innovation. The event, known for its deep dives into new tech and hands-on experiences, brought together the brightest minds in the field. Attracting over 50,000 attendees, the event offered hundreds of keynotes, […]

InsuranceRead

How Provectus Helped PSC Biotech to Automate and Scale FDA Forms Processing with AI on AWS

Article

1 min

Rinat AkhmetovOct 25, 2023

How Provectus Helped PSC Biotech to Automate and Scale FDA Forms Processing with AI on AWS

In the healthcare and life sciences (HCLS) sector, strict compliance with regulatory standards is essential for developing, manufacturing, and distributing products and services.

HealthcareRead

The Democratization of Generative AI on AWS

Article

13 min

ProvectusOct 24, 2023

The Democratization of Generative AI on AWS

AWS is a leader in AI innovation. Learn how generative AI encouraged AWS to push to democratize this technology to businesses of all sizes.

Financial ServicesRead

Amazon Bedrock Is Now Generally Available. Here Is Our Perspective

Article

9 min

Pavel BorobovOct 11, 2023

Amazon Bedrock Is Now Generally Available. Here Is Our Perspective

Let's explore what general availability of Amazon Bedrock, a fully managed foundation models service, means for your engineering team.

InsuranceRead

How Provectus helped Earth.com to Implement MLOps Infrastructure for Image Recognition Application

Article

1 min

Marat AdayevJul 13, 2023

How Provectus helped Earth.com to Implement MLOps Infrastructure for Image Recognition Application

This post explains how Provectus enhanced the AI-powered image recognition capabilities of EarthSnap by implementing end-to-end ML pipelines.

OtherRead

An Instruction-following GPT-J Model Based on Instructions Generated by Bloom

Article

10 min

Bogdan Ivashchenko & Rinat GareevJul 5, 2023

An Instruction-following GPT-J Model Based on Instructions Generated by Bloom

This article explores the challenges associated with accessing and utilizing LLMs for NLP applications, such as chatbots and text generators.

OtherRead

A Comparative Analysis of Amazon Kendra Integration and LLM Crawlers

Article

11 min

Alexander DemchukJun 8, 2023

A Comparative Analysis of Amazon Kendra Integration and LLM Crawlers

In this article, we explore intelligent search solutions, comparing Amazon Kendra integration and Large Language Models (LLMs) Crawlers.

Financial ServicesRead

Exploring Large Language Models (LLMs) in Biomedical Domain

Article

12 min

Rinat Akhmetov & Maxim SokolovJun 5, 2023

Exploring Large Language Models (LLMs) in Biomedical Domain

In biomedical and pharmaceutical industries, efficient information retrieval is vital for researchers and engineers. They spend a significant portion of their time searching for and analyzing articles from open data sources and internal publications. To optimize their work and enhance decision-making, it is essential to develop systems that can quickly find relevant information for such tasks as drug discovery, identification of potential side effects, and understanding of action mechanisms for various compounds.

Genetics & BiotechRead

Provectus Expands Its Leadership Team to Drive Business Growth

News

2 min

ProvectusApr 19, 2023

Provectus Expands Its Leadership Team to Drive Business Growth

Provectus announces the appointment of new executives to support its revamped business strategy, moving away from a centralized business development organization.

Financial Services, Healthcare, OtherRead

Tapping into the Strength of Foundation Models with Provectus & AWS

Article

3 min

ProvectusApr 17, 2023

Tapping into the Strength of Foundation Models with Provectus & AWS

Generative AI presents groundbreaking opportunities for businesses. Partner with Provectus to explore new use cases and reimagine existing ones!

HealthcareRead

Multi-label NLP: An Analysis of Class Imbalance and Loss Function Approaches

Article

1 min

Oleksii Babych & Rinat AkhmetovMar 28, 2023

Multi-label NLP: An Analysis of Class Imbalance and Loss Function Approaches

In the rapidly evolving field of AI/ML, Natural Language Processing (NLP) has emerged as a critical tool with applications in diverse industries, from customer service to healthcare.

HealthcareRead

Customer-Centric AI Transformation: Challenges & Best Practices

Article

7 min

Stepan PushkarevFeb 2, 2023

Customer-Centric AI Transformation: Challenges & Best Practices

Explore best practices of customer-centric AI transformation. Learn how to avoid challenges while taking advantage of opportunities.

Provectus at AWS re:Invent 2022 — Overview

Provectus is proud to be a sponsor of AWS re:Invent 2022, the largest AWS conference. Check out this short overview of our experience there!

OtherRead

Migrating and Optimizing Amazon EMR Workloads: Best Practices from the Provectus Data Team

Article

1 min

ProvectusOct 25, 2022

Migrating and Optimizing Amazon EMR Workloads: Best Practices from the Provectus Data Team

Find out about best practices that are used by the Provectus Data Team to migrate and optimize Amazon EMR workloads.

OtherRead

Article

9 min

ProvectusOct 17, 2022

Managed AI Services FAQ — Provectus

AI is no longer a nice-to-have. Learn how Managed AI Services can help you jump on the AI bandwagon in no time. All answers in this FAQ.

Amazon re:MARS 2022: A Quick Recap and the Provectus Experience

Greetings from Amazon re:MARS 2022! It has been three years since the last MARS conference in 2019, but Las Vegas has not changed: it is baking hot outside, casinos beckon you from every sidewalk, and tech folks from all over the world are talking about AI, robots, and space. Provectus is proud to have participated […]

HealthcareRead

People Management for AI: Building High-Velocity AI Teams

Article

7 min

Stepan PushkarevMar 15, 2022

People Management for AI: Building High-Velocity AI Teams

This article provides practical advice to managers and directors looking to build a robust AI/ML practice with high-velocity AI teams.

OtherRead

Provectus Launches ML-powered Crystal Engine

News

1 min

ProvectusDec 23, 2021

Provectus Launches ML-powered Crystal Engine

Provectus is happy to announce the launch of Crystal Engine, an ML-powered solution for customer behavior prediction and personalization.

AWS re:Invent 2021: What's new in AI, ML, and Data?

This year's re:Invent was not full with exciting announcements. But AWS did its best to complete the roaster of AI, ML, and data services.

OtherRead

Provectus Named as AWS Launch Partner for AI for Data Analytics

News

1 min

ProvectusNov 30, 2021

Provectus Named as AWS Launch Partner for AI for Data Analytics

Provectus is excited to be named AWS launch partner for AI for Data Analytics (AIDA) with its Provectus Crystal Engine solution.

MLOps and Data Quality: Deploying ML in Production

Learn why a robust machine learning infrastructure on AWS can help you to manage data quality and metadata, and ensure MLOps success.

Bringing Feast 0.10 to AWS — Provectus

Check out a short demo of bringing Feast 0.10 to AWS. We share the results of our collaboration with Feast and Tecton, too.

OtherRead

Provectus Collaborates with Tecton to Bring the Next Generation of Feast to AWS

News

2 min

ProvectusMay 18, 2021

Provectus Collaborates with Tecton to Bring the Next Generation of Feast to AWS

Learn how Provectus and Tecton collaborate to standardize and enhance the machine learning production stack for enterprises, and bring Feast to AWS.

Provectus Drives Research in Astrophysics with Machine Learning

Provectus brings machine learning to numerical astrophysics to help simulate turbulence in supernovae models using Sapsan pipeline.

OtherRead

Provectus Expands to the LATAM region, Opens New Locations in Peru and Costa Rica

News

1 min

ProvectusMar 29, 2021

Provectus Expands to the LATAM region, Opens New Locations in Peru and Costa Rica

Provectus announces expansion to the LATAM region. New office locations in Peru and Costa Rica are open and looking for tech talent.

Financial Services, Healthcare, OtherRead

Provectus Releases Free Webinars on ML Infrastructure and MLOps

News

1 min

ProvectusMar 25, 2021

Provectus Releases Free Webinars on ML Infrastructure and MLOps

Provectus is excited to have launched and released to the public a series of free expert webinars on ML Infrastructure and MLOps. Tap in!

OtherRead

Provectus Beats Competition to Win AWS GameDay 2021

News

2 min

ProvectusMar 11, 2021

Provectus Beats Competition to Win AWS GameDay 2021

AWS GameDay is a collaborative learning exercise that provides hands-on opportunities for technical professionals to test their skills in implementing AWS solutions, solving real-world problems in a gamified, risk-free environment.

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New Machine Learning Services Announced at AWS re:Invent 2020

Article

17 min

ProvectusDec 15, 2020

New Machine Learning Services Announced at AWS re:Invent 2020

Over 30 new machine learning services, features, and capabilities were announced at re:Invent 2020. Here's the most detailed overview.

Provectus Named a Launch Partner for AWS New ML Services

Provectus has been named an AWS Launch Partner for AWS Panorama, Amazon Lookout for Vision, and Amazon Lookout for Metrics at re:Invent 2020.

OtherRead

Article

4 min

Rebecca DiCioccioNov 1, 2020

AI Trends to Look Out for in 2021

AI, or Artificial Intelligence is an area of computer science that aims to stimulate intelligent behavior within computers. It's all about giving computers the capacity to imitate rational human behavior.

HealthcareRead

Pr3vent Uses Machine Learning on AWS to Combat Vision Loss in Infants

Article

12 min

ProvectusSep 30, 2020

Pr3vent Uses Machine Learning on AWS to Combat Vision Loss in Infants

The best time to detect and treat preventable eye conditions is within the early months of a newborn's life.

Blue Bottle Coffee Predicts Demand for Pastry with AI

Blue Bottle Coffee predicts demand, cuts waste, and improves food utilization with ML-driven demand forecasting solution built by Provectus.

Financial ServicesRead

Provectus Achieves AWS Premier Consulting Partner Status

News

1 min

ProvectusMay 20, 2020

Provectus Achieves AWS Premier Consulting Partner Status

Provectus is proud to achieve the highest level of AWS partner recognition — to become a Premier Consulting Partner in the AWS Partner Network.

Financial Services, HealthcareRead

AWS DevDay San Francisco [Interactive Workshop by Provectus]

News

2 min

Nick KartmanNov 15, 2019

AWS DevDay San Francisco [Interactive Workshop by Provectus]

Through a series of engaging exercises, AWS DevDay by Provectus delivers a breakthrough interactive experience to technology execs and senior-level practitioners from Silicon Valley tech companies.

HealthcareRead

Provectus Brings AWS Loft for Developers to Ukraine

News

3 min

Jabez SherringtonOct 30, 2019

Provectus Brings AWS Loft for Developers to Ukraine

In an effort to augment Ukraine’s AWS and developer communities, Provectus opens a five-day AWS Pop-Up Loft event in Kyiv, Ukraine. Read the overview!

OtherRead

Provectus Wins AWS GameDay 2019, Slays Competition

News

3 min

Nick KartmanOct 28, 2019

Provectus Wins AWS GameDay 2019, Slays Competition

Landing in third spot in 2018, Provectus overcomes 138 teams of APN partners to score first place in AWS GameDay this fall.

OtherRead

Amazon Sets the Bar for AI at Amazon's re:MARS Conference

Article

4 min

Gennady GalanterJun 19, 2019

Amazon Sets the Bar for AI at Amazon's re:MARS Conference

Provectus is grateful to have attended the re:MARS event in Las Vegas. Our initial thoughts and experiences are shared in this brief overview.

HealthcareRead

Article

4 min

Nick KartmanJun 4, 2019

AI and CADe in Healthcare

AI can revolutionize healthcare. Its computer vision and image analysis enabling CADe and CADx can make all the difference we need to combat cancer.

HealthcareRead

Provectus to Participate in re:MARS; Talks About AI in Eyecare - Provectus

News

2 min

Nick KartmanMay 28, 2019

Provectus to Participate in re:MARS; Talks About AI in Eyecare - Provectus

Inspired by Amazon Founder and CEO Jeff Bezos, the yearly event brings together the world's leaders in Machine Learning, Automation, Robotics, and Space.

Healthcare, OtherRead

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