Chalk | Competitive Intelligence Profile
Chalk is a data platform that powers machine learning and generative AI, providing a feature engine that enables developers to build,...

Chalk is a data platform that powers machine learning and generative AI, providing a feature engine that enables developers to build, deploy, and iterate models faster. With a focus on a best-in-class developer experience, Chalk allows data teams to declare features and their dependencies using idiomatic Python across various environments, ensuring consistency and efficiency in data processing and model deployment.
🛍️ Chalk Product and Pricing Intelligence →
📅 Chalk Event Participations →
⚖️ Chalk Regulatory Intelligence →
👔 Chalk Management and Leadership Team →
⚔️ Chalk Alternatives and Competitors →
💼 Chalk Hiring and Layoffs →
🤝 Chalk Partnerships, Clients and Vendors →
📈 Chalk Financial Performance, Fundraising, M&A →

🛍️ Chalk Product and Pricing Intelligence
Leverage product insights to define key product development milestones, guide go-to-market planning, build a robust product-market fit matrix, and perform in-depth SWOT analyses.
Harness pricing intelligence to support strategic pricing decisions, conduct competitive pricing analysis, and craft effective differential pricing strategies.
- Chalk open-sourced code samples for building real-time recommendation systems on December 10.
- Chalk released tracing for query performance diagnosis in its dashboard on November 25.
- Chalk added vector aggregations to compute over sequences of embedded features in feature definitions.
📅 Chalk Event Participations
Stay updated on where your competitors are showing up—industry conferences, webinars, podcasts, and speaking engagements—to gauge their messaging, target audiences, and strategic focus. Discover how they’re positioning themselves in the market, what narratives they’re pushing, and which partnerships they’re cultivating. Use this intelligence to refine your own positioning, identify missed opportunities, and stay top-of-mind in your industry.
- Elliot Marx, Co-Founder at Chalk, will host a live demo on December 10 showing how Chalk handles real-time retrieval, ranking, and decisioning during peak traffic.
- Elliot Marx, Co-Founder at Chalk, will host Michael Kuhlen for a live demo on October 28 to show how Mission Lane uses Chalk to modify complex features interactively and validate changes across environments.
- Elliot Marx from Chalk hosts a live demo on how Chalk powers real-time ML for marketplaces during peak season on December 10.
⚖️ Chalk Regulatory Intelligence
Monitor critical regulatory events—such as issued or revoked licenses, lawsuits, investigations, and court rulings—to understand the compliance posture and legal exposure of your rivals. Spot early warning signs of operational risk, delays, or reputational damage, and use these insights to fine-tune your market strategy, mitigate your own risk, or capitalize on competitor setbacks.
👔 Chalk Management and Leadership Team
Understand who’s steering your competitors by tracking changes in their management and leadership teams. Gain insights into strategic direction, leadership style, and organizational priorities based on executive backgrounds and hiring trends. Use this knowledge to anticipate competitive moves, tailor your sales or partnership approach, and benchmark against industry leaders.
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Co-Founder & CEO
⚔️ Chalk Alternatives and Competitors
Identify the competitors of your competitors to uncover indirect threats, emerging disruptors, and untapped opportunities. Understand the broader competitive ecosystem, spot white space in the market, and gain strategic context that helps you position more effectively. These insights sharpen your market intelligence and reveal angles others often overlook.
- Weights & Biases |
- Databricks |
- Qwak |
- Scale |
- CognitivEdge.ai |
- SuperAGI |
- FeatureByte |
- Hugging Face |
- MindsDB |
- Persado |
- Sidecar |
- Snowflake |
- Discovery Machine |
- Quilt.AI |
- Towards Data Science |
- Chattermill

💼 Chalk Hiring and Layoffs
Track key workforce changes—new hires, leadership shifts, and layoffs—to spot strategic organizational moves. Identify rising competitors, uncover shifts in company direction, and seize opportunities to attract top talent or engage new decision-makers. Use these insights to refine your recruitment strategy and build stronger business relationships.
- Chalk hired Megan O’Leary to lead communications and brand efforts and William Bahnsen to lead field and event efforts in November 2025.
- Matthew Lenhart joined Chalk as Director of Revenue Operations in the United States, previously Senior Manager Sales Ops, Strategy, & Partnerships at Otter.ai.
- Chalk hired Chris Studley to lead its bi-coastal SDR organization and Matthew Lenhart as its new director of revenue operations.
🤝 Chalk Partnerships, Clients and Vendors
Monitor new partnerships, client wins, and vendor relationships to understand where your competitors are gaining traction. Spot emerging alliances, evaluate ecosystem shifts, and identify potential partners or prospects early. These insights help you refine your sales strategy, anticipate market movements, and stay one step ahead in a dynamic competitive landscape.
- Chalk partners with Medely to power real-time machine learning for healthcare staffing, connecting over 300,000 professionals to critical shifts.
- Chalk partners with Medely to optimize pricing and matching for over 300,000 healthcare professionals filling urgent shifts.
- Chalk's self-serve ML platform helps Medely's ML team reduce experiment-to-production time from 2 months to 2-week sprint cycles for pricing and matching over 300,000 healthcare professionals.
📈 Chalk Financial Performance, Fundraising, M&A
Track competitors’ financial performance, fundraising rounds, and M&A activity to assess their growth trajectory and strategic focus. Uncover signals of expansion, market entry, or consolidation, and benchmark your position accordingly. Use these insights to inform investor conversations, identify acquisition opportunities, and fine-tune your competitive strategy.
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