Dataiku vs Gumloop

Discover Dataiku Agent Management: every agent on the record

Dataiku announced the launch of Dataiku Agent Management, a new product feature for managing AI agents, along with the announcement of the AI Success Frontrunner award winners.

12,000 Attend Ai4 2026 to Discuss AI's Invisibility

The article reports on the Ai4 2026 conference in Las Vegas, which saw record attendance of over 12,000, up from 8,000 the previous year. Dataiku's keynote highlighted that 96% of enterprise leaders believe employees are using unsanctioned generative AI tools, and 80% of CIOs see their jobs at risk without measurable AI ROI. Pat Gelsinger argued that AI economics must improve dramatically, while Geoffrey Hinton, Fei-Fei Li, and Andrew Ng jointly endorsed AI regulation. The conference emphasized the need for AI governance, budget ownership, and cross-functional staffing. Speakers from Cisco, Nvidia, Uber, PayPal, and other companies discussed the shift from assistants to autonomous agents and the importance of accountable AI deployment.

• Ai4 2026 attendance exceeded 12,000, up from 8,000 the previous year.
• Dataiku's survey found 96% of enterprise leaders believe employees use unsanctioned generative AI tools.
• 80% of CIOs say their job is at risk without measurable AI ROI.

Governed RAG: Data, Context & Lineage for Enterprise AI

The article describes risks introduced by Retrieval-Augmented Generation (RAG) when enterprise data is exposed to vector search pipelines and proposes a three-part Governed RAG architecture: (1) ingestion with cryptographic embedding lineage and metadata, (2) query-time contextual Attribute-Based Access Control (ABAC) embedded into vector search queries, and (3) outbound payload sanitization (PII/PHI masking, indirect injection removal, and context length minimization). It argues that enterprises must enforce retrieval-time access controls, maintain graph-based data lineage, and implement real-time index freshness/eviction to prevent privilege escalation, prompt-injection attacks, stale-context hallucinations, and to meet compliance requirements.

• Retrieval-Augmented Generation (RAG) pairs LLMs with vector databases and knowledge graphs to ground agents in proprietary corporate knowledge.
• Vector stores typically do not preserve fine-grained document-level ACLs or cryptographic data lineage by default, creating over-permissioned retrieval risks.
• The proposed Governed RAG pipeline has three security boundaries: ingestion with cryptographic embedding lineage, query-time contextual ABAC inside the vector search, and outbound payload sanitization.

AI Text Box Loses to Simple Sign-Up Buttons in A/B Test

A newsletter article describes an A/B test by forms.app, a form builder with 4 million users. The test, shown to 25,000 new visitors, compared three homepage variants: an AI text box for describing a form, sign-up buttons (Google, Apple, email), and a single 'Create a form for free' button. The sign-up buttons converted at 15.15%, the 'Create a form' button at 9.60%, and the AI text box at only 5.74%. The AI box also performed worst on other metrics, with 84% of viewers clicking nothing. The author emphasizes that requiring users to think or type before value is a barrier, recommending moving such questions after signup, adding clickable example buttons, or asking for easily pasteable inputs like a URL. The article also mentions Microsoft Clarity as a tool for observing user behavior.

• forms.app A/B test on 25,000 new visitors showed sign-up buttons converted at 15.15%, 'Create a form' button at 9.60%, and AI text box at 5.74%.
• The AI text box had the lowest engagement with 84% of viewers clicking nothing.
• The 'Create a form' button attracted fewer sign-ups but more active users (3.63% vs 3.23%) and more buyers (0.176% vs 0.102%).

Couchsurfing Win-Back Email Uses Identity Marketing

The article highlights a win-back email from Couchsurfing, which cleverly uses identity-based marketing to re-engage churned users. Instead of focusing on the product, the email compliments the recipient's identity and uses nostalgia, with a button reading 'I'm Still That Person' that serves as an identity affirmation. The offer of one free month is placed at the bottom, making it feel like a bonus rather than a bribe. The author 'Tom' analyzes why this works, citing psychological studies on framing actions as identities, and provides actionable tips for marketers: open with identity-based compliments, make buttons into identity claims, and place offers at the end. He also mentions a similar approach by Atlas Privacy, which pre-created accounts for dead leads, yielding 8-12.5% conversion. The piece includes sponsor promotion for Gumloop, an AI agent platform used by teams at Shopify, Ramp, and Instacart.

• Couchsurfing sends a win-back email that compliments churned users' identity.
• The email button reads 'I'm Still That Person'.
• The free month offer is placed at the bottom of the email.

Anti-marketing: Spend Ads Budget on Real Experiences

The article describes the rising tactic of "anti-marketing": spending advertising budgets on non-ad experiences that generate organic attention and stories. Examples include Gumloop paying street musicians to perform with branded signs (a LinkedIn post from Gumloop’s CEO received 2,300+ likes) and Sticker Mule allocating 5% of its ad budget to giving strangers $100 on camera. The author also recounts raffling books and shipping ~45 books (~$2,000) as a marketing stunt. The piece frames anti-marketing as a shareable, attention-driving alternative to traditional ads and suggests small-scale executions can create compelling stories without fully abandoning paid media.

• Gumloop paid street musicians to perform with a Gumloop sign outside their office and across the city during a conference.
• A LinkedIn post about Gumloop’s stunt received 2,300+ likes and hundreds of comments.
• Sticker Mule allocates 5% of its ad budget to giving strangers $100 bills on camera; its CEO said, "It’s not philanthropy, it’s marketing."