Neo4j growth playbook

Rebuild the page around three bank problems where AI needs context: AML and fraud investigations (with GraphAware Financial Crime Intelligence), explainable AI for risk and compliance, and agents for client service and operations. For each, show the pattern, one named customer result, and a next step for the bank team (architecture workshop with the FSI pre-sales team). Add the Forrester 417% ROI figure with a link to the study and a clear route to the FS sales team.

Bank buyers check the industry page after a first meeting. If it matches what the seller said about agents and governed AI, the deal moves; if it reads like 2019, the rival that leads with AI context gets the next call.

[ ] Hero names AI agents, governed context and the knowledge layer
[ ] AML and fraud with Financial Crime Intelligence
[ ] Explainable AI for risk and compliance
[ ] Agents for client service and operations
[ ] One named customer result per use case
[ ] Forrester ROI figure with link
[ ] Architecture workshop offer from FSI pre-sales
[ ] Form routed to FS sales by region

• Customer approvals take time

  Start with stories already public and add new ones as approved.

• Overstating AI claims to regulated buyers

  Keep claims tied to named results and the ROI study.

• Your websiteFinancial Services industry page (checked October 21, 2026; last modified September 25, 2026): about 744 words on risk and compliance, fraud, a knowledge graph and a 360-degree customer view; the word "AI" appears once, in a webinar title; there is no mention of GraphRAG, agents, the knowledge layer or Context Engine, and no link to the Financial Crime Intelligence (GraphAware) page. Proof: Dun & Bradstreet, Cerved, an unattributed Citibank quote, UBS data lineage, Citi Private Banking and a "Global 50 Bank in Latin America".Source
• Your websiteHomepage: H1 "The knowledge layer that makes AI accurate", while the meta description that search results show still says "Connect data as it's stored with Neo4j. Perform powerful, complex queries at scale and speed with our graph data platform." The menu lists Context Engine, GraphRAG, Agent memory and GraphAware Financial crime intelligence.Source
• Your websitePress release (October 20, 2026): Neo4j Context Engine "allows companies to rapidly create the knowledge layer, a re-usable, shared substrate that agents can use to consistently reason over enterprise knowledge", citing the August 2026 Gartner Market Overview for AI Context Platforms.Source
• HiringFinancial services sales in the Northeast: a Senior Enterprise Account Executive, Financial Services (Boston, New York City, Northeast US, Washington D.C.; posted September 21, 2026) targeting "Tier-1 Banking and Global Capital Markets customers" with "fraud detection, anti-money laundering (AML), and real-time risk management", positioning against "legacy relational databases"; and a Corporate Account Executive in New York City (posted October 8, 2026) who mentors BDRs and Field Marketing on target accounts.Source
• HiringMore financial services roles: a Sr. Pre-Sales Engineer (Financial Services & Insurance) in New York City (posted October 21, 2026) to "demonstrate thought leadership" through "workshops, and conferences"; Enterprise Sales for Financial Services in London; and an Enterprise Account Executive - AI & Financial Services in Sydney.Source
• HiringSenior Account Executive, Digital Natives - India (posted October 1, 2026) describes Neo4j as "combining Knowledge Graphs with LLMs (GraphRAG) to eliminate AI hallucinations in mission-critical environments", "Backed by over 600M in funding (325M Series F) at a $2B+ valuation, with $200M+ in ARR", with "A recent Forrester Total Economic Impact study showed a 417% ROI for Neo4j customers".Source
• Competitor researchRivals' own homepages now claim the same ground: TigerGraph, "Enterprise AI Has a Proof Problem", with GraphRAG and agentic AI; Memgraph, "The Graph Engine for AI Context"; Arango, "Context changes everything" and "The graph-native data foundation for agentic AI"; Amazon Neptune, a managed graph database for "knowledge graphs, and fraud detection".See the research Source
• Your websiteFinancial Crime Intelligence (GraphAware Hume) is a separate product page; Neo4j acquired GraphAware and is hiring an AI Tech Lead and engineers for GraphAware Hume. The Financial Services page's "Get started free" link carries analytics parameters copied from one browser session.Source

Publish the New York sessions on demand, write customer stories for the strongest American talks (with approval), cut short clips per industry for the FS sellers, and send attendees and no-shows a follow-up with the recordings.

Peer stories from nearby companies are the strongest proof for a regional buyer, and the content already exists.

• Speakers decline

  Publish slides and anonymised stories instead.

• Your websiteGraphSummit hub: the 2026 tour lists Copenhagen (Nordics), Munich, Paris, New York and London. The European summits offer "View on-demand"; New York 2026 offers "View session presentations". No upcoming GraphSummit is listed in North America.Source
• Your websiteCustomer stories sitemap: 114 stories. The six tagged GraphSummit 2026 are all European companies (AstraZeneca, Danfoss, DNB, L'Oreal, Mercedes-Benz, Siemens Healthineers); none comes from GraphSummit New York 2026. Northeast and Canadian stories exist but are older (for example UBS, NewYork-Presbyterian, NBC News, Comcast, WestJet, BenchSci).Source
• HiringSr. Regional Marketing Manager, Northeast/Canada & Mid-Atlantic/Southeast (posted September 22, 2026): owns field marketing for both regions; runs "integrated regional campaigns (field events, executive roundtables, third-party conferences, digital/local activations)"; tracks "MQLs, pipeline created and/or accelerated, meetings booked, event- and partner-sourced opportunities, and campaign ROI"; will "Shape regional positioning and messaging" and "integrate strategic partners and systems integrators into regional events".Source
• HiringFinancial services sales in the Northeast: a Senior Enterprise Account Executive, Financial Services (Boston, New York City, Northeast US, Washington D.C.; posted September 21, 2026) targeting "Tier-1 Banking and Global Capital Markets customers" with "fraud detection, anti-money laundering (AML), and real-time risk management", positioning against "legacy relational databases"; and a Corporate Account Executive in New York City (posted October 8, 2026) who mentors BDRs and Field Marketing on target accounts.Source

Rewrite the homepage, pricing and industry page descriptions around AI context, the knowledge layer and Context Engine, and check the top 50 pages for the same mismatch.

Search results are the first impression for most buyers and AI assistants summarise from them.

• Losing ranking for "graph database"

  Keep the category term in the description.

• Your websiteHomepage: H1 "The knowledge layer that makes AI accurate", while the meta description that search results show still says "Connect data as it's stored with Neo4j. Perform powerful, complex queries at scale and speed with our graph data platform." The menu lists Context Engine, GraphRAG, Agent memory and GraphAware Financial crime intelligence.Source
• Your websitePress release (October 20, 2026): Neo4j Context Engine "allows companies to rapidly create the knowledge layer, a re-usable, shared substrate that agents can use to consistently reason over enterprise knowledge", citing the August 2026 Gartner Market Overview for AI Context Platforms.Source
• Competitor researchRivals' own homepages now claim the same ground: TigerGraph, "Enterprise AI Has a Proof Problem", with GraphRAG and agentic AI; Memgraph, "The Graph Engine for AI Context"; Arango, "Context changes everything" and "The graph-native data foundation for agentic AI"; Amazon Neptune, a managed graph database for "knowledge graphs, and fraud detection".See the research Source

Plan a first quarter of regional events (executive roundtables in New York, Boston and Toronto; a partner-hosted session in Washington or Charlotte; local meetups), list them on the hub with a region filter, and promote them through the regional sales teams.

Regional events are the role's main pipeline lever; visible dates also give sellers a reason to call.

• Low turnout

  Small invite-only formats first.

• Your websiteEvents hub (checked October 21, 2026): upcoming items are in Asia Pacific, Europe, global virtual sessions and U.S. public sector shows (IACP in Orlando, AFCEA TechNet Indo-Pacific in Honolulu), plus NODES 2026 online on November 12. No commercial event is listed in the Northeast, Canada, the Mid-Atlantic or the Southeast. The contact page lists phone numbers for the US, Sweden, the UK, France, Singapore, Australia and India.Source
• HiringSr. Regional Marketing Manager, Northeast/Canada & Mid-Atlantic/Southeast (posted September 22, 2026): owns field marketing for both regions; runs "integrated regional campaigns (field events, executive roundtables, third-party conferences, digital/local activations)"; tracks "MQLs, pipeline created and/or accelerated, meetings booked, event- and partner-sourced opportunities, and campaign ROI"; will "Shape regional positioning and messaging" and "integrate strategic partners and systems integrators into regional events".Source
• HiringFinancial services sales in the Northeast: a Senior Enterprise Account Executive, Financial Services (Boston, New York City, Northeast US, Washington D.C.; posted September 21, 2026) targeting "Tier-1 Banking and Global Capital Markets customers" with "fraud detection, anti-money laundering (AML), and real-time risk management", positioning against "legacy relational databases"; and a Corporate Account Executive in New York City (posted October 8, 2026) who mentors BDRs and Field Marketing on target accounts.Source

Reserve space for the announcement bar, hero media and consent banner, load fonts with fallback sizing, and defer non-essential tags. Re-test the homepage and the top industry pages.

A stable page feels faster and protects search performance on the most visited pages.

• Breaking tracking

  Test tag changes in preview.

• Google PageSpeedHomepage: mobile score 59 (desktop 91); in Google's phone test the main content appears after 5.7s; real Chrome visitors fail Core Web Vitals on layout shift (CLS 0.13 at the 75th percentile; LCP 2.3s passes). Google Tag Manager is the largest third party at about 550 KB with about 0.5s of blocking.Source

Remove the /abm/ pages from the sitemap, add noindex, and serve them only through tracked links in account campaigns. Check other campaign folders for the same issue.

Account pages work best when only the account sees them, and it avoids showing prospects and rivals the target list.

• Losing traffic

  These pages are meant for direct visits only.

• Your websiteSitemap index: 23 sitemaps and about 3,800 URLs, including GraphSummit, NODES session agendas, 114 customer stories, whitepapers, and three account-specific pages under /abm/ built for named target companies. There are no "Neo4j vs" pages comparing Neo4j with other graph vendors; comparison content is about SQL and relational databases.Source

Run a quarterly invite-only roundtable in New York, Boston and Toronto on governed context for AI agents in banking, co-hosted with an SI partner, with a bank customer speaker, and follow with architecture workshops from FSI pre-sales.

Senior bank buyers meet peers more readily than vendors; a partner and a customer voice lift attendance and credibility.

• Partner pushes own agenda

  Agree content up front.

• HiringSr. Regional Marketing Manager, Northeast/Canada & Mid-Atlantic/Southeast (posted September 22, 2026): owns field marketing for both regions; runs "integrated regional campaigns (field events, executive roundtables, third-party conferences, digital/local activations)"; tracks "MQLs, pipeline created and/or accelerated, meetings booked, event- and partner-sourced opportunities, and campaign ROI"; will "Shape regional positioning and messaging" and "integrate strategic partners and systems integrators into regional events".Source
• HiringFinancial services sales in the Northeast: a Senior Enterprise Account Executive, Financial Services (Boston, New York City, Northeast US, Washington D.C.; posted September 21, 2026) targeting "Tier-1 Banking and Global Capital Markets customers" with "fraud detection, anti-money laundering (AML), and real-time risk management", positioning against "legacy relational databases"; and a Corporate Account Executive in New York City (posted October 8, 2026) who mentors BDRs and Field Marketing on target accounts.Source
• HiringMore financial services roles: a Sr. Pre-Sales Engineer (Financial Services & Insurance) in New York City (posted October 21, 2026) to "demonstrate thought leadership" through "workshops, and conferences"; Enterprise Sales for Financial Services in London; and an Enterprise Account Executive - AI & Financial Services in Sydney.Source
• Your websitePress release (October 20, 2026): Neo4j Context Engine "allows companies to rapidly create the knowledge layer, a re-usable, shared substrate that agents can use to consistently reason over enterprise knowledge", citing the August 2026 Gartner Market Overview for AI Context Platforms.Source

Publish a joint solution page (use cases, architecture, how to buy through IBM), a short demo, and a co-branded webinar promoted by both field teams.

Partner sellers share what is easy to send; a public page also catches buyers who start on IBM.

• Approval delays

  Start with a Neo4j-hosted page.

• HiringPartner Commercial Success Manager/Senior Manager, IBM (posted August 26, 2026): owns "IBM<>Neo4j sales collateral", builds "a scalable IBM enablement curriculum", and is measured on "Joint pipeline generated (IBM-sourced or influenced)".Source
• Your websiteSitemap index: 23 sitemaps and about 3,800 URLs, including GraphSummit, NODES session agendas, 114 customer stories, whitepapers, and three account-specific pages under /abm/ built for named target companies. There are no "Neo4j vs" pages comparing Neo4j with other graph vendors; comparison content is about SQL and relational databases.Source

Package two standard proofs (AML investigation with Financial Crime Intelligence; explainable risk or lineage), each with data templates, success criteria, security checklist and a 30-day plan, offered from the FS page.

A repeatable proof shortens cycles and lets one engineer run more evaluations.

• Scope creep

  Fixed criteria signed at kickoff.

• HiringMore financial services roles: a Sr. Pre-Sales Engineer (Financial Services & Insurance) in New York City (posted October 21, 2026) to "demonstrate thought leadership" through "workshops, and conferences"; Enterprise Sales for Financial Services in London; and an Enterprise Account Executive - AI & Financial Services in Sydney.Source
• Your websiteFinancial Crime Intelligence (GraphAware Hume) is a separate product page; Neo4j acquired GraphAware and is hiring an AI Tech Lead and engineers for GraphAware Hume. The Financial Services page's "Get started free" link carries analytics parameters copied from one browser session.Source
• Your websiteFinancial Services industry page (checked October 21, 2026; last modified September 25, 2026): about 744 words on risk and compliance, fraud, a knowledge graph and a 360-degree customer view; the word "AI" appears once, in a webinar title; there is no mention of GraphRAG, agents, the knowledge layer or Context Engine, and no link to the Financial Crime Intelligence (GraphAware) page. Proof: Dun & Bradstreet, Cerved, an unattributed Citibank quote, UBS data lineage, Citi Private Banking and a "Global 50 Bank in Latin America".Source

Publish three reference architectures (agent context for client service, investigations, risk reporting) with diagrams, security and governance notes, and code samples on GitHub.

Architecture content wins the technical evaluator and ranks for the questions engineers search.

• Customer details

  Generalise patterns.

• HiringSr. AI Solutions Architect (posted September 22, 2026): designs "Graph+GenAI solutions" for strategic customers and will "package approaches, best practices, and lessons learned into thought leadership, methodologies, and published assets".Source
• Your websitePress release (October 20, 2026): Neo4j Context Engine "allows companies to rapidly create the knowledge layer, a re-usable, shared substrate that agents can use to consistently reason over enterprise knowledge", citing the August 2026 Gartner Market Overview for AI Context Platforms.Source
• Developer footprintNeo4j's GitHub has 98 public repositories (the main repo about 17,300 stars; neo4j-graphrag-python about 1,300); Docker Hub shows about 6.5 million pulls; the npm packages get about 40,000 weekly downloads; GraphAcademy says "Join the 100k+ Neo4j experts".Source

Build a campaign for FS teams on Snowflake: a fraud ring and entity resolution notebook, a marketplace listing refresh, co-marketing with Snowflake's FS team, and a route from app installs to the FS sellers.

It meets the buyer inside a platform security has already approved.

• Usage stays in free tier

  Offer onboarding to active installs.

• HiringSenior Software Engineer - Graph Analytics for Snowflake: a "Snowflake Native App that brings the full power of Neo4j Graph Data Science directly into customers' Snowflake accounts, with no data movement required"; customers are data teams "across financial services, supply chain, telco, and beyond".Source
• HiringFinancial services sales in the Northeast: a Senior Enterprise Account Executive, Financial Services (Boston, New York City, Northeast US, Washington D.C.; posted September 21, 2026) targeting "Tier-1 Banking and Global Capital Markets customers" with "fraud detection, anti-money laundering (AML), and real-time risk management", positioning against "legacy relational databases"; and a Corporate Account Executive in New York City (posted October 8, 2026) who mentors BDRs and Field Marketing on target accounts.Source
• Your websiteFinancial Services industry page (checked October 21, 2026; last modified September 25, 2026): about 744 words on risk and compliance, fraud, a knowledge graph and a 360-degree customer view; the word "AI" appears once, in a webinar title; there is no mention of GraphRAG, agents, the knowledge layer or Context Engine, and no link to the Financial Crime Intelligence (GraphAware) page. Proof: Dun & Bradstreet, Cerved, an unattributed Citibank quote, UBS data lineage, Citi Private Banking and a "Global 50 Bank in Latin America".Source

Define product-qualified signals (company domain, instances created, data loaded, team invites), send them to the CRM, and route matches in target accounts to the account owner within a day.

Self-serve usage inside a target account is the warmest signal sales can get.

• Developers dislike sales calls

  Offer technical help, not a pitch.

• HiringA new Product Analytics Platform team (Software Engineer, posted September 25, 2026): "Today, each product tracks its own data, but retrieving it can be difficult"; the team will build one Analytics API "so every team integrates with one contract". A new Aura DevEx team says Aura "is a powerful environment, but a challenging one to enter".Source
• Your websitePricing page: AuraDB Free at $0, Professional "Starting at $0.09 /GB/hour", Business Critical "Starting at $0.20 /GB/hour", Virtual Dedicated Cloud by contact; Enterprise Edition pricing on request.Source
• HiringFinancial services sales in the Northeast: a Senior Enterprise Account Executive, Financial Services (Boston, New York City, Northeast US, Washington D.C.; posted September 21, 2026) targeting "Tier-1 Banking and Global Capital Markets customers" with "fraud detection, anti-money laundering (AML), and real-time risk management", positioning against "legacy relational databases"; and a Corporate Account Executive in New York City (posted October 8, 2026) who mentors BDRs and Field Marketing on target accounts.Source

Group Canadian stories on one page, list a Toronto event, add a Canadian contact route, and invite Canadian banks and insurers to the regional roundtables.

Local proof and presence make a regional buyer feel served, not covered from afar.

• Small market spread thin

  Focus on Toronto first.

• HiringSr. Regional Marketing Manager, Northeast/Canada & Mid-Atlantic/Southeast (posted September 22, 2026): owns field marketing for both regions; runs "integrated regional campaigns (field events, executive roundtables, third-party conferences, digital/local activations)"; tracks "MQLs, pipeline created and/or accelerated, meetings booked, event- and partner-sourced opportunities, and campaign ROI"; will "Shape regional positioning and messaging" and "integrate strategic partners and systems integrators into regional events".Source
• Your websiteCustomer stories sitemap: 114 stories. The six tagged GraphSummit 2026 are all European companies (AstraZeneca, Danfoss, DNB, L'Oreal, Mercedes-Benz, Siemens Healthineers); none comes from GraphSummit New York 2026. Northeast and Canadian stories exist but are older (for example UBS, NewYork-Presbyterian, NBC News, Comcast, WestJet, BenchSci).Source
• Your websiteEvents hub (checked October 21, 2026): upcoming items are in Asia Pacific, Europe, global virtual sessions and U.S. public sector shows (IACP in Orlando, AFCEA TechNet Indo-Pacific in Honolulu), plus NODES 2026 online on November 12. No commercial event is listed in the Northeast, Canada, the Mid-Atlantic or the Southeast. The contact page lists phone numbers for the US, Sweden, the UK, France, Singapore, Australia and India.Source

Tag every regional campaign consistently, connect events and partner activity to opportunities, and build a dashboard by region, program and partner reviewed with sales monthly.

Clear ROI keeps the regional budget and shows which partners are worth more joint work.

• Attribution disputes

  Use influenced and sourced views.

• HiringSr. Regional Marketing Manager, Northeast/Canada & Mid-Atlantic/Southeast (posted September 22, 2026): owns field marketing for both regions; runs "integrated regional campaigns (field events, executive roundtables, third-party conferences, digital/local activations)"; tracks "MQLs, pipeline created and/or accelerated, meetings booked, event- and partner-sourced opportunities, and campaign ROI"; will "Shape regional positioning and messaging" and "integrate strategic partners and systems integrators into regional events".Source
• HiringPartner Commercial Success Manager/Senior Manager, IBM (posted August 26, 2026): owns "IBM<>Neo4j sales collateral", builds "a scalable IBM enablement curriculum", and is measured on "Joint pipeline generated (IBM-sourced or influenced)".Source

Scan all pages for console and form links with hard-coded session parameters, replace them with clean links plus campaign tags, and add a check to the publishing process.

Clean attribution is the base for the regional and product-led reporting in this playbook.

• Breaking sign-up flow

  Test each link after the change.

• Your websiteFinancial Crime Intelligence (GraphAware Hume) is a separate product page; Neo4j acquired GraphAware and is hiring an AI Tech Lead and engineers for GraphAware Hume. The Financial Services page's "Get started free" link carries analytics parameters copied from one browser session.Source
• Your websiteFinancial Services industry page (checked October 21, 2026; last modified September 25, 2026): about 744 words on risk and compliance, fraud, a knowledge graph and a 360-degree customer view; the word "AI" appears once, in a webinar title; there is no mention of GraphRAG, agents, the knowledge layer or Context Engine, and no link to the Financial Crime Intelligence (GraphAware) page. Proof: Dun & Bradstreet, Cerved, an unattributed Citibank quote, UBS data lineage, Citi Private Banking and a "Global 50 Bank in Latin America".Source
• HiringA new Product Analytics Platform team (Software Engineer, posted September 25, 2026): "Today, each product tracks its own data, but retrieving it can be difficult"; the team will build one Analytics API "so every team integrates with one contract". A new Aura DevEx team says Aura "is a powerful environment, but a challenging one to enter".Source

Survey bank and insurer data and AI leaders on agent adoption, context and governance, publish benchmarks by region, and launch it at the regional roundtables and in London and Sydney.

Owning the research makes Neo4j the reference in the category and gives sellers a reason to meet.

• Low response

  Use partners and the community.

• Your websitePress release (October 20, 2026): Neo4j Context Engine "allows companies to rapidly create the knowledge layer, a re-usable, shared substrate that agents can use to consistently reason over enterprise knowledge", citing the August 2026 Gartner Market Overview for AI Context Platforms.Source
• Competitor researchRivals' own homepages now claim the same ground: TigerGraph, "Enterprise AI Has a Proof Problem", with GraphRAG and agentic AI; Memgraph, "The Graph Engine for AI Context"; Arango, "Context changes everything" and "The graph-native data foundation for agentic AI"; Amazon Neptune, a managed graph database for "knowledge graphs, and fraud detection".See the research Source
• HiringFinancial services sales in the Northeast: a Senior Enterprise Account Executive, Financial Services (Boston, New York City, Northeast US, Washington D.C.; posted September 21, 2026) targeting "Tier-1 Banking and Global Capital Markets customers" with "fraud detection, anti-money laundering (AML), and real-time risk management", positioning against "legacy relational databases"; and a Corporate Account Executive in New York City (posted October 8, 2026) who mentors BDRs and Field Marketing on target accounts.Source
• HiringMore financial services roles: a Sr. Pre-Sales Engineer (Financial Services & Insurance) in New York City (posted October 21, 2026) to "demonstrate thought leadership" through "workshops, and conferences"; Enterprise Sales for Financial Services in London; and an Enterprise Account Executive - AI & Financial Services in Sydney.Source

Form a council of architects from customer banks that meets twice a year in New York, shapes the FS roadmap, and co-presents at events.

Councils deepen expansion in existing accounts and produce references for new ones.

• Confidentiality

  Clear rules and no recording.

• HiringFinancial services sales in the Northeast: a Senior Enterprise Account Executive, Financial Services (Boston, New York City, Northeast US, Washington D.C.; posted September 21, 2026) targeting "Tier-1 Banking and Global Capital Markets customers" with "fraud detection, anti-money laundering (AML), and real-time risk management", positioning against "legacy relational databases"; and a Corporate Account Executive in New York City (posted October 8, 2026) who mentors BDRs and Field Marketing on target accounts.Source
• HiringSr. Regional Marketing Manager, Northeast/Canada & Mid-Atlantic/Southeast (posted September 22, 2026): owns field marketing for both regions; runs "integrated regional campaigns (field events, executive roundtables, third-party conferences, digital/local activations)"; tracks "MQLs, pipeline created and/or accelerated, meetings booked, event- and partner-sourced opportunities, and campaign ROI"; will "Shape regional positioning and messaging" and "integrate strategic partners and systems integrators into regional events".Source
• Your websiteFinancial Services industry page (checked October 21, 2026; last modified September 25, 2026): about 744 words on risk and compliance, fraud, a knowledge graph and a 360-degree customer view; the word "AI" appears once, in a webinar title; there is no mention of GraphRAG, agents, the knowledge layer or Context Engine, and no link to the Financial Crime Intelligence (GraphAware) page. Proof: Dun & Bradstreet, Cerved, an unattributed Citibank quote, UBS data lineage, Citi Private Banking and a "Global 50 Bank in Latin America".Source
• Your websiteCustomer stories sitemap: 114 stories. The six tagged GraphSummit 2026 are all European companies (AstraZeneca, Danfoss, DNB, L'Oreal, Mercedes-Benz, Siemens Healthineers); none comes from GraphSummit New York 2026. Northeast and Canadian stories exist but are older (for example UBS, NewYork-Presbyterian, NBC News, Comcast, WestJet, BenchSci).Source

Create a free certification path for GraphRAG and agent context with modules on governance, lineage and audit, and offer private cohorts to target banks.

Trained engineers inside a bank become internal champions and lower delivery risk.

• Course goes stale

  Update with each release.

• Developer footprintNeo4j's GitHub has 98 public repositories (the main repo about 17,300 stars; neo4j-graphrag-python about 1,300); Docker Hub shows about 6.5 million pulls; the npm packages get about 40,000 weekly downloads; GraphAcademy says "Join the 100k+ Neo4j experts".Source
• HiringSr. AI Solutions Architect (posted September 22, 2026): designs "Graph+GenAI solutions" for strategic customers and will "package approaches, best practices, and lessons learned into thought leadership, methodologies, and published assets".Source
• Your websiteFinancial Services industry page (checked October 21, 2026; last modified September 25, 2026): about 744 words on risk and compliance, fraud, a knowledge graph and a 360-degree customer view; the word "AI" appears once, in a webinar title; there is no mention of GraphRAG, agents, the knowledge layer or Context Engine, and no link to the Financial Crime Intelligence (GraphAware) page. Proof: Dun & Bradstreet, Cerved, an unattributed Citibank quote, UBS data lineage, Citi Private Banking and a "Global 50 Bank in Latin America".Source

Run a monthly build night in New York and Toronto with a bank-style dataset, invite engineers from target accounts, and pass attendee companies to the regional sellers.

Engineers who build something with Neo4j become champions inside target accounts.

• No business outcome

  Track attendee companies.

• Your websiteEvents hub (checked October 21, 2026): upcoming items are in Asia Pacific, Europe, global virtual sessions and U.S. public sector shows (IACP in Orlando, AFCEA TechNet Indo-Pacific in Honolulu), plus NODES 2026 online on November 12. No commercial event is listed in the Northeast, Canada, the Mid-Atlantic or the Southeast. The contact page lists phone numbers for the US, Sweden, the UK, France, Singapore, Australia and India.Source
• Developer footprintNeo4j's GitHub has 98 public repositories (the main repo about 17,300 stars; neo4j-graphrag-python about 1,300); Docker Hub shows about 6.5 million pulls; the npm packages get about 40,000 weekly downloads; GraphAcademy says "Join the 100k+ Neo4j experts".Source
• HiringSr. Regional Marketing Manager, Northeast/Canada & Mid-Atlantic/Southeast (posted September 22, 2026): owns field marketing for both regions; runs "integrated regional campaigns (field events, executive roundtables, third-party conferences, digital/local activations)"; tracks "MQLs, pipeline created and/or accelerated, meetings booked, event- and partner-sourced opportunities, and campaign ROI"; will "Shape regional positioning and messaging" and "integrate strategic partners and systems integrators into regional events".Source

Publish factual comparisons (query language and standards, deployment options, AI and agent tooling, ecosystem, enterprise security) with dates and sources, and a migration offer.

Comparison searches come late in a buying process; without a Neo4j page, rivals frame the answer.

• Outdated claims

  Date and source every row.

• Competitor researchRivals' own homepages now claim the same ground: TigerGraph, "Enterprise AI Has a Proof Problem", with GraphRAG and agentic AI; Memgraph, "The Graph Engine for AI Context"; Arango, "Context changes everything" and "The graph-native data foundation for agentic AI"; Amazon Neptune, a managed graph database for "knowledge graphs, and fraud detection".See the research Source
• Your websiteSitemap index: 23 sitemaps and about 3,800 URLs, including GraphSummit, NODES session agendas, 114 customer stories, whitepapers, and three account-specific pages under /abm/ built for named target companies. There are no "Neo4j vs" pages comparing Neo4j with other graph vendors; comparison content is about SQL and relational databases.Source
• Developer footprintNeo4j's GitHub has 98 public repositories (the main repo about 17,300 stars; neo4j-graphrag-python about 1,300); Docker Hub shows about 6.5 million pulls; the npm packages get about 40,000 weekly downloads; GraphAcademy says "Join the 100k+ Neo4j experts".Source

Write one page and a five-slide version combining the ROI study, the knowledge layer story, three Northeast customer results and the next step offer, refreshed each quarter.

Consistent, short proof helps new sellers ramp and keeps BDR outreach on message.

• Numbers go stale

  Date each figure.

• HiringSenior Account Executive, Digital Natives - India (posted October 1, 2026) describes Neo4j as "combining Knowledge Graphs with LLMs (GraphRAG) to eliminate AI hallucinations in mission-critical environments", "Backed by over 600M in funding (325M Series F) at a $2B+ valuation, with $200M+ in ARR", with "A recent Forrester Total Economic Impact study showed a 417% ROI for Neo4j customers".Source
• Your websitePress release (October 20, 2026): Neo4j Context Engine "allows companies to rapidly create the knowledge layer, a re-usable, shared substrate that agents can use to consistently reason over enterprise knowledge", citing the August 2026 Gartner Market Overview for AI Context Platforms.Source
• Your websiteCustomer stories sitemap: 114 stories. The six tagged GraphSummit 2026 are all European companies (AstraZeneca, Danfoss, DNB, L'Oreal, Mercedes-Benz, Siemens Healthineers); none comes from GraphSummit New York 2026. Northeast and Canadian stories exist but are older (for example UBS, NewYork-Presbyterian, NBC News, Comcast, WestJet, BenchSci).Source
• HiringFinancial services sales in the Northeast: a Senior Enterprise Account Executive, Financial Services (Boston, New York City, Northeast US, Washington D.C.; posted September 21, 2026) targeting "Tier-1 Banking and Global Capital Markets customers" with "fraud detection, anti-money laundering (AML), and real-time risk management", positioning against "legacy relational databases"; and a Corporate Account Executive in New York City (posted October 8, 2026) who mentors BDRs and Field Marketing on target accounts.Source