Question 1

Can AI agents built on other platforms use Pyramid's semantic layer?

Accepted Answer

This is exactly the direction ServiceNow has said it wants to take the acquisition: using Pyramid's semantic layer as shared, trusted ground truth that AI agents across ServiceNow's platform can reason against, reducing the risk of agents hallucinating figures or contradicting each other. That capability is still rolling out rather than fully mature at the time of writing.

Question 2

Can Hopton advise us if we're evaluating ServiceNow and Pyramid together for the first time?

Accepted Answer

Yes. This is a common starting point for organisations that use ServiceNow for IT, HR, or supply chain workflows and want to understand what embedding governed analytics into those workflows would actually look like and cost, before committing to either platform in more depth.

Question 3

Can Hopton help us decide between Pyramid and Power BI, rather than assuming Pyramid is the answer?

Accepted Answer

Yes, and we would rather have that conversation honestly upfront. If your data estate is genuinely Microsoft-centric and your governance and cost profile favours Power BI, we will tell you that directly rather than push Pyramid because we are a partner for both. The right platform depends on your data sources, deployment constraints, and existing Microsoft investment, not on which one earns us a larger margin.

Question 4

Can Pyramid Analytics be deployed on-premise?

Accepted Answer

Yes. Unlike many modern BI platforms that are cloud-only, Pyramid supports cloud (SaaS), on-premise, and hybrid deployment. This makes it suitable for regulated industries - such as financial services, healthcare, and public sector - where data residency, sovereignty, or security requirements prevent cloud-only deployments.

Question 5

Can Pyramid be deployed for a subset of users first rather than the whole organisation?

Accepted Answer

Yes, and we would usually recommend it. A phased rollout - starting with a specific business function or a defined group of power users - lets you prove value, refine the semantic model, and build internal champions before extending licences more broadly, which tends to produce better adoption than a big-bang organisation-wide launch.

Question 6

Can Pyramid connect to Microsoft Teams or other collaboration tools?

Accepted Answer

There is a webhook-based connection to Microsoft Teams for alerts and notifications. Deeper native integration with Microsoft Office or Google Workspace applications is more limited than some competing tools, which is worth knowing if embedded Office collaboration is a priority for your rollout.

Question 7

Can Pyramid do data science and machine learning, not just dashboards?

Accepted Answer

Yes. Data science is one of the three pillars Pyramid combines with data preparation and business analytics, and the platform supports building and applying predictive models as part of the same workflow used for reporting, rather than requiring a separate specialist tool.

Question 8

Can Pyramid embed inside applications other than ServiceNow?

Accepted Answer

Yes. Embedded analytics in Pyramid is not exclusive to ServiceNow - dashboards and GenBI can be embedded inside other internal applications and portals as well. ServiceNow is simply the most direct embedding path now that Pyramid is part of the same company.

Question 9

Can Pyramid pull data directly from SAP?

Accepted Answer

Yes, SAP is one of the source systems Pyramid connects to directly, alongside the major cloud data platforms, which is relevant for organisations running SAP alongside Microsoft or other analytics infrastructure.

Question 10

Can Pyramid work alongside Microsoft Fabric or Snowflake rather than replacing them?

Accepted Answer

Yes, and this is the most common pattern we see. Pyramid connects directly to Fabric, Snowflake, Databricks, Azure Synapse, Redshift, and SAP among many others, so it typically sits as an analytics and semantic layer on top of whatever platform already holds your data, rather than requiring you to migrate that data anywhere first.

Question 11

Can access and functionality be tailored by user type?

Accepted Answer

Yes. Pyramid uses profiles to tailor which modules and functionality a given user sees, so a casual report viewer is not presented with the same modelling and authoring tools as an analyst or data scientist, which helps avoid the platform feeling overwhelming to less technical users.

Question 12

Do we need Pyramid already deployed before Hopton can help with ServiceNow embedding?

Accepted Answer

No. We can scope and deliver the Pyramid platform and the ServiceNow embedding together as one engagement if you are starting from scratch, or add embedding to an existing Pyramid deployment if you already have one running standalone.

Question 13

Do we need to be a ServiceNow customer to use Pyramid Analytics?

Accepted Answer

No. Pyramid remains usable as a standalone decision intelligence platform independent of ServiceNow's other products. The embedded workflow scenarios are additive for organisations that run both, not a requirement to use Pyramid at all.

Question 14

Does Generative BI eliminate the need for a BI or analytics team?

Accepted Answer

No, and we would be sceptical of anyone claiming it does. GenBI reduces the volume of ad hoc, repetitive questions that land on an analytics team, freeing them for higher-value modelling and strategic work. It does not remove the need for someone to build and maintain the semantic model, connections, and governance that make GenBI's answers trustworthy in the first place.

Question 15

Does Hopton implement ServiceNow itself, or only the analytics on top of it?

Accepted Answer

Only the analytics layer. We are not a ServiceNow platform implementation partner in the ITSM or ITOM sense, and we do not build or configure core ServiceNow workflows, tables, or modules. Our ServiceNow partner status specifically covers embedding Pyramid's decision intelligence platform into a ServiceNow environment that a client already has, or is implementing with a dedicated ServiceNow partner alongside us. It is the same division of labour we apply on Business Central: we work with the platform partner, not as the platform partner.

Question 16

Does Hopton only work with clients who are also on ServiceNow?

Accepted Answer

No. Most of our Pyramid work is independent of ServiceNow. We do the embedded-in-ServiceNow work for clients where that is relevant, but Pyramid stands on its own as a decision intelligence platform for clients with no ServiceNow footprint at all.

Question 17

Does Pyramid Analytics work with non-Microsoft data sources?

Accepted Answer

Yes. Pyramid Analytics connects directly to over 250 data sources - including Azure, Snowflake, SAP, Salesforce, Google BigQuery, SQL Server, Oracle, and many others - querying data in place without requiring it to be moved or duplicated. This makes it particularly well suited to organisations with complex, multi-cloud, or hybrid data environments. It is not tied to any single vendor ecosystem.

Question 18

Does Pyramid charge per user like Power BI does?

Accepted Answer

Not in the same simple per-seat way. Because pricing reflects role mix and deployment scale rather than a flat per-user rate, the total cost is more sensitive to how many higher-tier (Analyst and Professional) seats you provision than to your total viewer population. Getting that role mix right is one of the first cost-optimisation conversations we have with clients evaluating Pyramid.

Question 19

Does Pyramid have a universal client across devices?

Accepted Answer

Yes. Pyramid uses a single client architecture that works across web, desktop, and mobile, so the same content and permissions apply regardless of the device a user opens it from.

Question 20

Does Pyramid replace ServiceNow Performance Analytics?

Accepted Answer

They are not the same thing, and ServiceNow has not indicated it is retiring its native Performance Analytics module. Pyramid adds a broader, cross-source decision intelligence layer - direct query across 250-plus sources, data science, and Generative BI - that extends well beyond the scope of ServiceNow's built-in reporting, which is more narrowly focused on ServiceNow's own data.

Question 21

Does Pyramid require an ETL or data warehouse layer underneath it?

Accepted Answer

Not necessarily. Its direct query model is designed to work against operational systems and warehouses alike without a mandatory extraction step. That said, for very large or complex estates, having a well-modelled warehouse or lakehouse underneath still improves performance and simplifies the semantic model, so we do not treat direct query as a reason to skip good data architecture altogether.

Question 22

Does Pyramid support predictive analytics as well as descriptive dashboards?

Accepted Answer

Yes. Its data science module supports forecasting and predictive modelling as a native part of the platform, rather than requiring the output of a separate data science tool to be re-imported for visualisation.

Question 23

Does Pyramid support the same star-schema modelling approach as Power BI?

Accepted Answer

Yes, Pyramid's Model module supports conventional dimensional modelling, and organisations moving between the two platforms generally find their existing star-schema thinking transfers, even though the underlying engines and calculation languages differ.

Question 24

Does a Pyramid rollout need a dedicated internal team?

Accepted Answer

Not necessarily a large one, but you do need clear ownership - typically an admin or platform owner internally, supported by power users in each business area. We build enablement into every engagement specifically so that capability sits inside your organisation rather than staying dependent on us indefinitely.

Question 25

Does being part of ServiceNow make Pyramid a safer or riskier choice for new deployments?

Accepted Answer

Both, in different ways. It is a safer choice in the sense that Pyramid now sits inside a much larger, well-capitalised platform business with a clear strategic rationale for continued investment in its core technology (the semantic layer and direct query engine). It carries more uncertainty in the sense that product roadmaps, packaging, and pricing under new ownership can shift, and it is too early to say exactly how. We talk clients through both sides rather than only the reassuring one.

Question 26

Does the Partner of the Year status or Hopton's accreditation change now that Pyramid is part of ServiceNow?

Accepted Answer

Not that has been announced. Existing partner accreditations and recognitions carried over at close of the acquisition. Whether ServiceNow changes the structure of Pyramid's partner programme going forward is one of the things we are watching, in the same way we are watching the wider product roadmap.

Question 27

Does the ServiceNow acquisition change Pyramid's data governance model?

Accepted Answer

Not that has been announced. ServiceNow's own positioning emphasises trusted governance as a selling point of the combined offering, which suggests continuity rather than a weakening of Pyramid's governance model, but this is an area we would want to see demonstrated in practice as the integration matures rather than take purely on messaging.

Question 28

Does the acquisition change what Pyramid does technically?

Accepted Answer

Not immediately. ServiceNow has stated its intention to integrate Pyramid's semantic modelling and direct query capabilities into its Now AI Platform, with reported synergy between Pyramid's PYRANA query engine and ServiceNow's RaptorDB Pro to support real-time decision-making at the platform level. This is a roadmap direction rather than something that changed on day one of close.

Question 29

How do we get started with a Pyramid conversation with Hopton?

Accepted Answer

Email hello@hoptonanalytics.com or use the contact details on hoptonanalytics.com. The first conversation is typically a short discovery discussion about your current data landscape and where Pyramid might genuinely add value, rather than a generic product demo.

Question 30

How do we start a ServiceNow and Pyramid conversation with Hopton?

Accepted Answer

Email hello@hoptonanalytics.com. Tell us where you currently stand with ServiceNow and Pyramid individually - whether you have neither, one, or both already - and we will scope the conversation accordingly rather than assume a starting point.

Question 31

How does Pyramid Analytics differ from Power BI?

Accepted Answer

Both are enterprise-grade analytics platforms, but they solve different problems. Power BI is a Microsoft-native dashboarding and reporting tool - it excels within the Microsoft ecosystem and is best suited to organisations with strong Microsoft investment and primarily dashboard-driven use cases. Pyramid Analytics is a governed decision intelligence platform - it excels at serving mixed user populations, querying diverse non-Microsoft data sources, delivering Generative BI at scale, and supporting on-premise or hybrid deployments. Many large organisations use both. Hopton works with both platforms and will recommend the right fit for your situation.

Question 32

How does Pyramid compare to Power BI?

Accepted Answer

Power BI is deeply embedded in the Microsoft ecosystem and licensed simply per user, with a large community and rapid feature release cadence. Pyramid's advantages are its single-platform breadth (BI, data prep, and data science together), its direct query model across a very wide range of non-Microsoft sources, and its role-based rather than strictly per-user licensing at scale. Which is right depends heavily on how Microsoft-centric your data estate already is and whether you need the data science and cross-source querying Pyramid brings natively.

Question 33

How does Pyramid handle row-level security?

Accepted Answer

Access can be controlled down to the row level, so two users looking at the same report or the same GenBI answer only see the rows their role and permissions entitle them to, which matters as much for AI-generated answers as it does for traditional dashboards.

Question 34

How does Pyramid handle very large datasets?

Accepted Answer

PYRANA is designed for in-place querying against large datasets without requiring the data to be moved into an in-memory model first, and Pyramid also supports in-memory and hybrid model types where that suits performance needs better. Which mode is right depends on data volume, refresh frequency, and query pattern, and this is one of the first things we assess in a Pyramid discovery phase.

Question 35

How does Pyramid support auditing and compliance?

Accepted Answer

The platform includes built-in auditing and usage monitoring, which tracks who accessed what content and when. This supports both general compliance requirements and the more practical need to understand which content is actually being used, so licensing and governance decisions can be based on real usage rather than assumption.

Question 36

How does Pyramid's Generative BI compare to Copilot in Power BI?

Accepted Answer

Both aim to let business users ask questions in plain English, but they are grounded in different semantic layers - Pyramid's own model versus Power BI's dataset and measures - and Pyramid's GenBI has a longer track record specifically as a dedicated natural-language querying capability, having been a core part of the product before generative AI became a mainstream BI feature. In practice, the better answer depends on which platform already holds your governed semantic definitions.

Question 37

How does UX design factor into a Pyramid rollout?

Accepted Answer

Significantly. A platform this capable can overwhelm business users if every module and function is exposed by default, which is a criticism levelled at Pyramid in independent reviews. Designing interfaces and dashboards around how your specific users actually work, rather than accepting default templates, is one of the areas we focus on most, and it is a meaningful driver of adoption versus a standard deployment.

Question 38

How is GenBI governed, rather than just a chatbot bolted onto the data?

Accepted Answer

Every answer GenBI produces is generated against the same semantic model, row-level security, and role-based permissions that apply to every other part of the platform. A user cannot get an answer through natural language that they could not have reached through a standard report, which is the key distinction Pyramid draws between GenBI and an ungoverned AI chat layer sitting outside the BI tool.

Question 39

How is Pyramid Analytics priced?

Accepted Answer

Pricing is quote-based rather than published as a fixed price list, and varies by deployment size, user mix, and data volume. Licensing is typically structured around user roles - broadly Viewers, Analysts, and Professionals (data scientists and BI architects) - with cost driven far more by how many Professional and Analyst seats you need than by total headcount using the platform.

Question 40

How long does a typical Pyramid implementation take?

Accepted Answer

Hopton's own Pyramid platform implementations - environment setup, data source connections, semantic modelling, and security configuration - typically go live in eight to twelve weeks. Timelines extend for larger data estates, more complex governance requirements, or a higher number of source systems to connect.

Question 41

How long does it take to document a Pyramid semantic layer properly?

Accepted Answer

For most mid-market deployments, a focused review takes about a day: gathering the people who understand the current definitions, writing them down against each metric and dimension, and agreeing the version everyone will use going forward. Treat the output as a living document rather than a one-off exercise, and set aside similar time each year to keep it current as the business changes.

Question 42

How long has Hopton worked with Pyramid Analytics?

Accepted Answer

We do not publish the exact date we became a partner. Pyramid has been part of Hopton's practice for a meaningful part of our history, alongside the eight years of governed analytics delivery for UK and Ireland organisations that sits across our wider Microsoft and Pyramid work combined.

Question 43

How many data sources can Pyramid connect to?

Accepted Answer

Pyramid ships with more than 250 built-in connectors, spanning cloud warehouses (Snowflake, Databricks, Microsoft Fabric, Azure Synapse, Redshift), ERP and CRM systems (including SAP), and a wide range of databases and files. Its direct query architecture means most of these connections avoid a separate extraction step.

Question 44

How much did ServiceNow pay for Pyramid Analytics?

Accepted Answer

The companies did not disclose the exact figure. It has been reported in the press as being in the region of several hundred million dollars.

Question 45

If we already use ServiceNow, does that make Pyramid the obvious BI choice?

Accepted Answer

It is a strong reason to evaluate Pyramid seriously, particularly if embedding analytics inside existing ServiceNow workflows would remove real friction for your teams. It is not automatically the right answer for every use case - if most of your reporting need sits in the Microsoft stack (Power BI, Fabric, Business Central), that remains a valid and often simpler path. We look at where the analytical work actually happens before recommending either.

Question 46

Is Hopton a ServiceNow partner?

Accepted Answer

Yes. Alongside being Pyramid Analytics' UK Partner of the Year, Hopton is also listed as a ServiceNow partner, which is what lets us deliver Pyramid analytics embedded directly into ServiceNow workflows for clients who run both.

Question 47

Is Hopton an official Pyramid Analytics partner?

Accepted Answer

Yes. Hopton is Pyramid Analytics' UK Partner of the Year, and we are also a ServiceNow partner, which matters directly for clients wanting Pyramid embedded into existing ServiceNow workflows.

Question 48

Is Pyramid Analytics still an independent company?

Accepted Answer

No. ServiceNow announced its intent to acquire Pyramid Analytics on 12 February 2026, and the acquisition closed on 10 March 2026. Pyramid now operates as part of ServiceNow rather than as an independently owned company.

Question 49

Is Pyramid a cloud-only product?

Accepted Answer

No. It can be deployed in the cloud, on a private cloud, on-premises, in a hybrid configuration, or hosted and managed by Pyramid or a partner. This flexibility is one of the reasons organisations with regulatory or data residency constraints that rule out a cloud-only tool still consider Pyramid.

Question 50

Is Pyramid a replacement for Tableau or Qlik?

Accepted Answer

For organisations migrating off Tableau, Qlik, or MicroStrategy, Pyramid is a credible destination, particularly where the driver is consolidating BI, data prep, and data science into a single platform rather than running three separate tools. We have run these migrations and structure them to preserve existing reports while opening up what Pyramid adds on top.

Question 51

Is Pyramid suitable for regulated industries with strict data residency requirements?

Accepted Answer

Its support for on-premises and private cloud deployment, combined with direct query rather than mandatory data duplication, makes it a workable option for organisations with residency or regulatory constraints that would rule out some cloud-only competitors. The specifics still need to be checked against your particular regulatory regime rather than assumed.

Question 52

Is there a free or entry-level tier to trial Pyramid?

Accepted Answer

Pyramid has offered lower-cost or free entry tiers aimed at individuals and small teams historically, alongside its quote-based enterprise tiers. Given the ServiceNow acquisition, we would confirm current tier availability directly with Pyramid or Hopton rather than relying on older public pricing pages, since packaging can change under new ownership.

Question 53

Is this similar to how other platform vendors have acquired BI tools?

Accepted Answer

There is a recognisable pattern of large platform vendors acquiring analytics companies to add a semantic and AI-grounding layer - the rationale ServiceNow has given echoes similar moves by other software vendors in recent years. What is different about the Pyramid deal is the emphasis on grounding AI agents in trusted metric definitions specifically, rather than analytics for its own sake.

Question 54

Was this ServiceNow's only recent acquisition?

Accepted Answer

No. Pyramid was one of several data and AI-related acquisitions ServiceNow made in a short period, alongside companies including Data.World and Veza, all aimed at strengthening the data, governance, and semantic layer underneath its workflow platform.

Question 55

What accreditation level does Hopton hold with Pyramid, separate from the award?

Accepted Answer

Hopton holds Level 3 Pyramid Analytics accreditation, which sits alongside our Microsoft Partner status. The award recognises the outcomes we have delivered for clients; the accreditation reflects the technical certification our team holds on the platform itself. The two are related but not the same thing.

Question 56

What are the main modules inside Pyramid?

Accepted Answer

Pyramid organises its functionality into what it calls an Analytics OS, built around six core modules: Model (semantic modelling), Formulate (calculations and business logic), Discover (data exploration and querying), Illustrate (visualisation), Present (dashboards and storytelling), and Publish (distribution and scheduling). A further module, Tabulate, gives users a spreadsheet-style interface directly inside the platform.

Question 57

What does "embedded in ServiceNow workflows" actually look like?

Accepted Answer

Instead of a user leaving their ServiceNow workspace to open a separate BI portal, Pyramid content - dashboards, KPIs, or a Generative BI question box - sits inside the ServiceNow interface the person is already using to manage tickets, cases, or requests. The aim is to let a decision get made at the point the work is happening, rather than requiring a detour through a different system.

Question 58

What does Hopton actually deliver on Pyramid engagements?

Accepted Answer

Platform implementation (environment, connections, semantic modelling, security), UX and dashboard design, Generative BI enablement and training, embedded analytics into existing applications or ServiceNow workflows, migration from legacy BI tools, and structured training and enablement programmes for admins, power users, and analysts.

Question 59

What does a ServiceNow-embedded Pyramid engagement with Hopton actually involve?

Accepted Answer

The same core work as any Pyramid implementation - semantic modelling, data source connections, security configuration, dashboard and GenBI design - with the additional step of surfacing that content inside the specific ServiceNow workspaces, portals, or workflows your teams already use, so analytics appears in context rather than in a separate tool.

Question 60

What does it actually mean to "document" a Pyramid semantic layer?

Accepted Answer

It means writing down, in one place, what every key metric and dimension in your model actually means: how revenue is defined, which entities roll up into which group totals, and who owns each definition when a dispute arises. Most Pyramid deployments have this knowledge sitting in one or two people's heads rather than in the platform itself, which is a risk regardless of who owns Pyramid. A properly documented semantic layer survives staff changes, platform changes and ownership changes.

Question 61

What does the acquisition mean for existing Pyramid customers?

Accepted Answer

In the near term, nothing changes operationally: existing deployments, licences, and support arrangements continue. The medium-term picture depends on ServiceNow's product direction, which is still unfolding. We would encourage existing customers to have a direct conversation with their account team about their specific renewal timeline rather than relying on general market commentary.

Question 62

What industries and organisation sizes use Pyramid?

Accepted Answer

Pyramid is used across higher education, technology, government, engineering, hospitality, and financial services, among others, and its reference base skews towards larger and more analytically mature organisations. Hopton's own Pyramid deployments have concentrated on retail, food and drink, and professional services clients in the UK mid-market to enterprise range.

Question 63

What is AI Analytics?

Accepted Answer

AI Analytics is the broad term for analytics platforms and approaches that use artificial intelligence to enhance how organisations access, interpret, and act on data. It covers Generative BI, augmented analytics, predictive analytics, smart discovery, and embedded intelligence. Pyramid Analytics is an AI Analytics platform. When Hopton talks about AI Analytics, we mean governed AI analytics - not AI that produces outputs you cannot trust or audit.

Question 64

What is Decision Intelligence?

Accepted Answer

Decision Intelligence is Pyramid Analytics' positioning for what their platform does - it connects data, analytics, and the decisions that organisations need to make, in one governed environment. The idea is that analytics should not end at a dashboard. It should feed directly into a decision - and where possible, into the workflow that enacts that decision. With Pyramid now part of ServiceNow, Decision Intelligence is increasingly delivered directly inside enterprise workflow systems.

Pyramid Analytics & AI - frequently asked questions

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