All these tools Starburst , Lighthouse offer flexible pricing models suitable for Software Developers seeking AI-powered solutions to enhance their AI Journal efforts.
Starburst
- Free - $0
- Pro - $0.50/credit
- Enterprise - $0.75/credit
- Mission-Critical - $1.00/credit
Lighthouse
These AI tools are among the best AI Journal tools available in 2025. For Software Developers, tools like Starburst , Lighthouse help streamline the AI Journal process by offering AI-powered features.
What is Starburst?
Starburst, founded in 2017 by Justin Borgman, Matt Fuller, and Martin Traverso in Boston, Massachusetts, is a cutting-edge data lake analytics platform for AI built on open-source Trino. Designed to unify, govern, and analyze data across cloud, on-premises, and hybrid environments, Starburst empowers enterprises like Comcast, HSBC, and Verizon to access over 50 petabytes of data with 10x faster query performance. With $414 million in funding, Starburst’s AI-driven data platform for enterprises supports 400 million+ AI queries, offering a fully managed cloud solution and self-managed Enterprise edition. It's open data lakehouse architecture eliminates costly migrations, making it a leader in scalable analytics.
What is Lighthouse?
Lighthouse, founded in 2012 in London, UK, is a transformative AI-driven hospitality revenue platform that empowers hotels and short-term rentals to maximize revenue through real-time data and AI-powered personalization. Following its $370 million Series C funding in November 2024 and acquisition of The Hotels Network in April 2025, Lighthouse serves over 70,000 hotels across 185 countries, including brands like Minor Hotels and Preferred Hotels. Its real-time data solutions for hotels process 1.7 billion daily rate updates, delivering a 32% uplift in direct bookings via AI tools like KITT and Superpilot. Trusted by hospitality leaders, Lighthouse streamlines pricing, marketing, and distribution for unmatched growth.
-
Accuracy and Reliability:
4.7
-
Cost-Efficiency:
4.6
-
Customization and Flexibility:
4.8
-
Data Privacy and Security:
4.7
-
Ease of Use:
4.5
-
Functionality and Features:
4.4
-
Integration Capabilities:
4.3
-
Performance and Speed:
4.5
-
Support and Resources:
4.8
-
Accuracy and Reliability:
4.7
-
Cost-Efficiency:
4.6
-
Customization and Flexibility:
4.8
-
Data Privacy and Security:
4.7
-
Ease of Use:
4.5
-
Functionality and Features:
4.4
-
Integration Capabilities:
4.6
-
Performance and Speed:
4.3
-
Support and Resources:
4.8
Starburst
10x faster queries with Warp Speed.
50+ data source connectors.
Free Galaxy trial with $500 credits.
Open architecture supports Iceberg
Delta Lake.
Strong RBAC/ABAC governance.
Complex setups need expertise.
Enterprise pricing lacks transparency.
Third-party connector security concerns.
Occasional support delays.
Lighthouse
32% uplift in direct bookings.
1.7 billion daily rate updates.
Seamless 100+ booking engine integrations.
100-second support response time.
Trusted by 70
000+ hotels.
High costs for smaller properties.
Learning curve for complex features.
Minor OTA data discrepancies.
Occasional delays with large datasets.
If you're looking for other AI Journal tools for Software Developers, you can also explore Jots, which are highly rated in 2025.
- Starburst
- Boston, Massachusetts
- Lighthouse
- London, UK