Algolia
Each of these is a real decision Algolia is working through, written so you can make the call yourself — incomplete information, someone who pushes back, no answer key.
Algolia provides a search-as-a-service (SaaS) platform delivering APIs for indexing, querying, and ranking data, enabling fast, scalable search and discovery experiences for websites, mobile apps, and other digital platforms. It serves over 17,000 enterprise and developer customers across e-commerce, content, marketplace, and customer-support use cases, offering hybrid keyword-vector search, merchandising, personalization, and analytics at hyperscale. Its Search API serves customers in more than 100 countries, powered by NeuralSearch, Algolia's AI search engine that combines keyword and vector search. The platform offers real-time integrations with Shopify, Commercetools, and BigCommerce. Algolia operates a production fleet of approximately 4,000 bare-metal servers to deliver reliability, low latency, and scalability, and is building the foundations of a unified cloud and Kubernetes platform to support its growth. It also works with cloud partners such as AWS, Google Cloud, and Microsoft, and operates the Algolia Partner Program to recruit and onboard partners, including those building agentic and AI-driven solutions.
Your first one is free. No card.
15 live right now.
The rest
Package trials of governed agents so partners keep services margin
Partners lack a repeatable proof-of-value for buyers worried about agent spend and tool control. You have to weigh a narrow, easy-to-sell package against a broader offer partners can repeat across accounts.
Close a €750,000 agent deal in 14 days without unpredictable spend
A €750,000 production agreement is at risk after the buyer’s pilot spend exceeded expectations. You must weigh a fast partner-backed close against terms the buyer can defend to risk and finance.
Move the partner pitch to governed retrieval instead of generic agents
Only two of 14 registered pursuits have reached a technical evaluation meeting this month. You must weigh a broad partner story against the proof application developers need to engage.
Prove NeuralSearch value in four weeks instead of a quarter
Developer teams want evidence that semantic matching improves discovery before they commit implementation capacity. You have to weigh a repeatable programme against each customer’s need for a credible, representative test.
Defend search costs before the customer commits to an internal rebuild
The customer’s invoice exceeds its forecast even though its traffic appears steady. You have to weigh a defensible cost model against preserving the search experience engineers rely on.
Turn refinements into product views before the next retail release
Search-led product-detail views are stuck at 18% despite rising search volume. You have to weigh a sharper discovery configuration against the customer engineers’ need to validate it safely.
Surface stale indexes before shoppers find missing inventory
Catalog changes can disappear from search while queries still return results. You must weigh fast developer diagnosis against trustworthy, safe customer-visible signals.
Commit the vector rebuild while catalogs keep changing
Some recently updated records remain hard to find even though they are indexed. You have to weigh restored recall against the indexing delay a one-way rebuild can create.
Protect catalog updates during Kubernetes node replacement
Indexing success falls to 99.6% during scheduled node replacements, delaying up to 18,000 catalog updates. You must weigh uninterrupted writes against the safeguards that keep the cluster safe to operate.
Ship an abuse filter you cannot roll back
A contract fixes the date for an abuse filter on public search, and no set of rules hits both the recall and false-block goals. You have to weigh lost conversions against abuse getting through, and there is no cheap rollback.
Prove the new region is ready before cutover
A signed contract fixes the launch date and the data-residency boundary, but routing tests show gaps in tracing and recovery evidence. You weigh isolation, simplicity, and speed on a cutover that is hard to undo.
Decide which indexes can move regions
Eleven accounts need a residency commitment this quarter, and the automated checks disagree with manual review on 9% of configurations. You have to set the launch scope and the evidence bar before a region choice you cannot undo.
Decide what an approval record must show
Seven of ten committed customers cannot show who approved an action an agent took, or reconstruct the policy behind it. You have to set the scope and rollout bar for a launch you cannot take back.
Decide how developers move across the workspace
Cross-surface tasks take a median of 7.4 navigation actions, and support data ties the confusion to delayed production changes. The migration is funded, so your structure will lock in deep links and permissions.