Back to comparisonsMongoDB is ahead on AIS because the latest snapshot exposes more countable AI surface area (21 extracted items vs 7 for GTLB).
Latest QuarterQ4 FY2026
AIS13.55
Momentum-44.0%
MovementFalling
AI Mentions6
Signal Surface7
AI Products2
Partnerships0
GitLab announced general availability of the GitLab Duo Agent Platform and launched GitLab Credits (a usage-based pricing model) positioning Duo as an AI-driven, monetizable growth driver. Management frames 'intelligent orchestration' and 'agentic AI automation' as core capabilities to move software teams to continuous development. No external AI partnerships were disclosed. Financially, FY2026 total revenue was $955.2M (up 26% YoY), non-GAAP operating income was $162.8M, non-GAAP net income was $165.5M, and non-GAAP adjusted free cash flow was $219.6M. Guidance provided for Q1 FY2027 ($253.0–$255.0M revenue; $0.20–$0.21 non-GAAP diluted EPS) and FY2027 ($1,099–$1,118M revenue; $0.76–$0.80 non-GAAP diluted EPS). Overall tone on AI is bullish with moderate execution confidence, supported by a product launch and a usage-based monetization mechanism.
Latest QuarterQ4 FY2026
AIS43.45
Momentum+259.1%
MovementRising
AI Mentions7
Signal Surface21
AI Products5
Partnerships4
MongoDB reported strong Q4 FY2026 results: total revenue $695.1M (up 27% YoY), non-GAAP gross margin 75%, non-GAAP operating income $158.8M, GAAP net income $15.5M, and free cash flow $176.7M. The company launched and integrated multiple AI-specific offerings under the Voyage AI by MongoDB brand (including Voyage 4 embedding models), added Automated Embedding for Community Vector Search, embedding and reranking model APIs for Atlas, and introduced an AI-powered data operations assistant for MongoDB Compass and Atlas Data Explorer. MongoDB expanded its MongoDB for Startups program (members > $200B aggregate valuation) and highlighted deep integrations with AWS AI services (Amazon Bedrock, SageMaker, Amazon Q). Management frames AI and developer-facing embedding/vector search, reranking, and retrieval capabilities as strategic drivers of Atlas adoption and future revenue, and issued Q1 FY2027 revenue guidance of $659M–$664M and FY2027 revenue guidance of $2.86B–$2.90B with non-GAAP EPS guidance of $1.15–$1.19 (Q1) and $5.75–$5.93 (FY). Tone is bullish with high innovation signals and moderate risk language around AI reputation and macro factors.
Quarterly TAIS Comparison
Shared Signal Surface
No overlapping extracted items yet.
GTLB AI Products
- GitLab Duo Agent Platform
- GitLab Credits
MDB AI Products
- Voyage AI by MongoDB
- Voyage 4
- Automated Embedding for MongoDB Community Vector Search
- Atlas model APIs
- AI-powered data operations assistant
GTLB AI Initiatives
- GitLab Duo Agent Platform launch
- GitLab Credits launch
- GitLab Transcend
MDB AI Initiatives
- MongoDB for Startups expansion
- Voyage AI integration
GTLB AI Capabilities
- intelligent orchestration
- agentic AI automation
MDB AI Capabilities
- vector search
- reranking
- AI-powered retrieval
- data operations assistance
GTLB Developer Tools
MDB Developer Tools
- Atlas model APIs
- Automated Embedding for MongoDB Community Vector Search
- MongoDB Compass
- Atlas Data Explorer
GTLB Customer Proof
- No customer proof extracted
MDB Customer Proof
- MongoDB for Startups members > $200 billion aggregate valuation
- Atlas customers 63,900+ (includes Voyage customers)
- AWS Global Technology Partner of the Year recognition