Hartwell Compare

AI for the work around production: supplier follow-up, maintenance information and the next shift.
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The Best Enterprise AI Solutions for Manufacturing Operations

Hartwell Compare ·

What a plant asks of an AI solution

A manufacturing operation runs on handoffs. A customer order becomes a sales order, then a material check, a production slot, a shipment and an invoice. A supplier confirmation arrives late, and someone has to chase it, update the plan and tell the customer. A field technician calls the aftersales desk about a part, and someone has to check stock, warranty status and lead time before answering. Each of those steps crosses at least one system boundary, and each boundary is staffed by people who know the work but spend much of their day moving information between screens.

Enterprise AI vendors now offer to take over some of that movement. Saying so is easy; doing it in a plant is harder. An operations director sizing up suppliers will want practical answers. Which named people put the first agent into service, and by what date? Will it reach the ERP, the supplier portal and the phone line, and write to them as well as read? What stops it changing a purchase order it was only meant to look at? In which country do the records sit, and which audit reports back the security story? And when the rollout spans every plant, does the quote cover the people who make it work or only the software?

This guide, from Hartwell Compare, puts those questions to seven products, ranked in this order: Nexus, Microsoft Copilot Studio, Google Gemini Enterprise, UiPath, Workato, Glean and Relevance AI. Numbered references identify public supplier material checked on 8 November 2026 and separately disclosed company confirmations. If a supplier's site does not cover something, we say that in plain words instead of guessing.

One finding shapes the whole guide. When we searched the seven fact files behind it for manufacturing terms, the only explicit hit was a Nexus support result at a hardware manufacturer1. None of the other six fact files names a manufacturing customer. So for six of the seven products, this guide reads general capabilities against plant needs, and it says so wherever it does.

How to use this manufacturing comparison

Begin with the operation to improve: resolving a supplier query, finding a service record or preparing an ERP update. Then identify the systems and approvals that operation crosses. This comparison distinguishes help with delivery from tools the plant's own team must configure and maintain. Public documentation and company confirmations inform the profiles; unanswered questions remain explicit. A requirement such as isolated hosting or control of infrastructure can change the shortlist even when a supplier offers substantial implementation support.

The ranking

1. Nexus. Ranked first for plant operations: experienced consultants carry the first build with the operations team until the agent is live in 4 weeks inside a 3 month proof of concept, and the fee is per role automated with no per diem or consultant time2. 2. Microsoft Copilot Studio. Ranked second for plants that already run on Microsoft, on the strength of its tenant controls, staged releases and a credit price anyone can read3,4,5. 3. Google Gemini Enterprise. Ranked third for its choice of us, eu or global residency, its key management options and an edition built around frontline staff6,7,8. 4. UiPath. Ranked fourth for hosting that reaches all the way to an air gapped plant network, and for robots that drive legacy screens9,10. 5. Workato. Ranked fifth for agents that wake on business events, on site reach into ERPs, and data centers in eight jurisdictions11,12,13. 6. Glean. Ranked sixth as a knowledge first choice, with source permissions honored on every read and write and six published attestations14,15. 7. Relevance AI. Ranked seventh for tool by tool approval rules, a public price list and an embedded team that gets customers live, though its case studies sit mostly in sales16,17,18,19.

1. Nexus

Nexus's product, procedures that operate themselves20, captures how a plant's most capable people work and runs that method on its own21. It takes first place for plant operations because it answers the question most plant buyers find hardest, which is who does the work. A Nexus engagement brings experienced consultants and a first agent live in 4 weeks inside a 3 month proof of concept; a Nexus founder previously worked at McKinsey2. Billing is per role automated, with no per diem or consultant time; the consultants come inside a software pricing model2.

In a plant, Nexus would sit as a single AI layer above the ERP, MES and other systems already installed22. A job such as supplier expediting is given its own fleet of agents, assistants, automations and scripts23, which hands work across systems from a single surface24. Of the 4,000 plus integrations Nexus counts25, the category a plant cares about first is ERP, listed with CRM, communication tools and custom APIs26. SAP and Microsoft Dynamics, either of which a plant may run as its system of record, are on the next integration list with Salesforce and ServiceNow27. Supervisors and suppliers can reach an agent by phone or WhatsApp, office staff through Slack, Teams, email or the web28.

Nexus has a manufacturing result in the public record we assembled: a hardware manufacturer where agents handle 85 percent of phone support with no person involved1. Hartwell Compare uses a single Nexus-reported customer result, from Orange: $6M extra lifetime value29. Every Nexus agent carries a business KPI from launch30, and if it stalls the team rescopes instead of shipping31. A security reviewer can see ISO 27001 and ISO 42001 certifications and GDPR compliance on the public Nexus listing32; the company separately confirms that a SOC 2 Type 2 report exists2.

Hosting and access are where the record is thin. Running on site, in a VPC, self hosted or in a chosen region is not publicly stated on the pages we opened; the same goes for single sign on, encryption standards and any uptime commitment. Nexus calls itself early33. Each gap can be put to the test in the proof of concept, and Nexus lets the customer leave if that test is failed34.

2. Microsoft Copilot Studio

For a plant, Copilot Studio is Microsoft's no code workshop for building and managing its own agents, workflows and apps35. A manufacturer whose finance and supply chain already run on Dynamics 365 starts closer to its data than anyone else here, because agents can draw on Dynamics 365 and Power Platform records as well as websites and outside systems36, through more than 1,500 ready connectors and MCP servers37.

Its strongest suit is control of the tenant. Plant IT holds four controls here: feature policy3, a publishing kill switch38, a Purview log of everything makers change39, and Sentinel alerting on agent behavior40. A plant can promote an agent through dev, test and production with pipelines and approval gates4. A single setting keeps generative AI data from leaving its geography for features outside the US41, and federal suppliers can buy through the US Government Community Cloud plan42.

Pricing is public. Budgeting starts from a printed number, 25,000 Copilot Credits for $200.00 per month43,5, or a pay as you go meter for plants that prefer no commitment44. Behind both sits a required Azure subscription45.

Three published limits bear directly on plant work. Shift leads should know the daily cap, ten sessions per person across the whole tenant46. Large drawing packs may drop out: absent a Microsoft 365 Copilot license, the size ceiling for grounding on a SharePoint file is 7 MB47. Labeled confidential and highly confidential documents cannot be indexed at all48. The building itself falls to the customer's makers, working from a written brief and a test chat49,50. Copilot Studio comes second on the strength of its controls and price clarity, and below Nexus because a plant must staff the build itself.

3. Google Gemini Enterprise

Google sells one product that is at once company search, an AI helper and a place to run agents51. The app and the Agent Platform, which Google calls the next stage of Vertex AI, are separate purchases52,53. A process engineer can assemble an agent in a no code workbench54, and on Standard or Plus a central team can publish agents written with ADK or on the Agent Platform straight into the app55.

A plant evaluator should look closely at three of its features. An edition designed for frontline workers exists8, sold as an add on to Standard or Plus56. Production data already landed in BigQuery can be queried through the federated connector57, and in federated mode it is not copied out58. And residency can be set to us, eu or global6.

The security detail is fine grained. Key custody can stay with the manufacturer through CMEK, EKM or HSM options59,7. Google's security overview rules out using prompts, responses or connected data to train its foundation models60. Every agent carries its own SPIFFE identifier61, and Model Armor checks what users type and what tools return for injection attempts62.

The Business edition is priced in public from $21 per seat monthly63, for teams up to 30064. For the two editions a plant group would need, Standard and Plus, what a seat costs is not publicly stated on the pages we opened65. Plants choosing the global location lose customer managed keys and Access Transparency66, and no customer can bolt custom network controls onto the service67. Whether Google staff build agents with the customer is not publicly stated on the pages we opened.

4. UiPath

UiPath's platform puts AI agents, software robots, people and systems on one footing68. For a plant with older systems, its execution model is the main attraction: the agent reasons, a robot operates the application screen, and a planner steps in when judgment is needed, whatever the application10. A process waiting for a signed document or an approval halts and later picks up at the same step69, and an unsure agent passes the case to a person with its context attached70. Process maps drawn in BPMN 2.0 can be run as they stand71.

On hosting, UiPath gives a plant cloud, self-hosted and air-gapped deployment options. Standard and Enterprise can run in UiPath regions or inside the customer's own facility72,73, and a closed plant network can self host, air gapped if required, on Kubernetes or Linux VMs it already owns9. Relay connects Automation Cloud to on site systems with no inbound firewall rule74.

Ten attestations appear on the governance page, among them ISO 9001, ISO/IEC 27001 and 42001, SOC 2 Type II, FedRAMP Moderate and AIUC-175. Governance splits into four roles, Org Admin, AI Admin, Developer and Auditor76, and developers keep policy as code under Git77.

The limits for a plant buyer are commercial and procedural. Standard and Enterprise prices come from sales78, extra robots and users may need extra licenses79, and a revised plan lineup has been announced80. On SOC 2, the trust page headline says Type 1 while the governance page says Type II81,75. Whether UiPath people build the first automation in the plant is not publicly stated on the pages we opened.

5. Workato

Workato sells itself as the platform that both governs and does the work, across AI, apps, data, workflows and agents82. Its agents, Genies, start on their own when a business trigger, schedule or API call arrives11, which matches plants whose day is driven by events such as an approved order or a posted goods receipt.

Integration is its core. Ready connectors cover SaaS apps, databases and ERPs whether they run on site or in the cloud12. Home grown plant applications that expose REST or SOAP, and on site databases, are reached through an on premises gateway83, with the On Prem Agent installed inside the private network84. Data can be held in any of eight named jurisdictions, from the US and EU to Japan and Korea13.

Workato's security list is one of the longest here and includes NIST 800-171A r2, an entry a defense supplier should check, alongside SOC 1, 2 and 3 and ISO 27001, 27701 and 4200185. Keys are per customer and replaced hourly86, and approvals can require a human step with access set down to a single project87.

The limits sit in pricing, counts and staffing. Dollar prices for the editions are not publicly stated on the pages we opened, and Workato says terms can vary by contract and sign up date88. Its connector totals range from 1,200 included on the pricing page to over 17,000 on the homepage89,90. Standard allows a concurrency of one91. Onboarding and training are sold as packages92; whether Workato staff build the first Genies in the plant is not publicly stated.

6. Glean

Search came first for Glean; the platform built on company context came later93. Its firmest public claims concern access rights: the permissions of each source system apply to every read and write14, connectors inherit them94, and a change in the source shows up in results at once95. Six certifications are on its security page, among them SOC 2 Type II, ISO 27001 and TX-RAMP Level 215.

For a manufacturer, Glean's natural first job is plant knowledge: changeover procedures, past quality investigations and supplier notes spread across tools. Its search keeps learning a company's own vocabulary96, and its engineering pitch gathers code, tickets, documents and incident history in one place97. The marketing pages count over 275 connectors98, and one customer hosts Glean inside its own cloud tenant99.

For an operations buyer focused on agents that act, the gaps are clear. No price is published100, residency regions are not publicly stated, and neither is a typical project timeline. Policy enforcement for agent governance carries a coming soon label101, browser use by agents is in beta102, and the Triggers API is still experimental103.

7. Relevance AI

Relevance AI's docs describe a builder for agents, alone or in teams, that needs little or no code104. Operations appears among its seven use case areas105, and it expects ops and revenue staff to manage agents day to day106. For a lean plant team, the useful promise is people: Relevance says an embedded team handles go live and then coaches plant staff to build without it18.

The approval controls are the most granular on this list: rules per tool16, rules that depend on conditions107, a human sign off above thresholds the customer picks108, and pinned versions so a tested agent stays fixed109. Relevance states SOC 2 Type II compliance110 and publishes a 99.9 percent uptime SLA111. Prices are public: Pro at $19 a month on annual billing17, Team at $234112.

For a plant, three limits weigh most. Its help desk works Sydney business hours, weekdays only113. An on site, VPC or self hosted option for a plant is not publicly stated on the pages we opened. And its case studies sit mostly in sales19,114, with the Pro plan aimed at solo go to market operators115.

Eight criteria, in order of weight

The ranking rests on eight criteria. We weighted them for a manufacturing operations buyer, heaviest first.

People who build the plant's first agent

Where a plant operations team has no spare engineers, a solution that arrives with people who build the first agent removes the largest obstacle. Nexus is most explicit, naming experienced consultants and a founder with McKinsey experience2. Relevance AI promises an embedded team that gets customers live18. Workato's pricing page mentions onboarding and training packages, details on request92. For Copilot Studio, Gemini Enterprise, UiPath and Glean, vendor staff who build with the customer are not publicly stated on the pages we opened.

Weeks until the first agent is in production

Plants judge projects by payback date. Nexus promises a first live agent by week 4 of a 3 month proof of concept2. Glean quotes a customer running after three weeks116, next to five months of enterprise integration in the TIME case117. Microsoft's Amgen case reports an agent built within six weeks to speed up R&D118. Relevance AI's agents page puts some use cases at a few hours to stand up119. These claims measure different things, so a buyer should ask each vendor for a dated plan.

Reach into the ERP and the plant floor

An agent that cannot touch the systems of record will not change a plant's numbers. Nexus lists ERPs among its integration groups and names SAP and Microsoft Dynamics on its roadmap26,27. Workato offers ERP connectors on site and in the cloud12, plus the On Prem Agent84. UiPath robots operate application screens directly10, and Relay reaches systems on site74. Copilot Studio reads Dynamics 365 records36. Gemini Enterprise queries BigQuery in place57. Glean and Relevance AI quote large connector totals98,120 without naming manufacturing systems on the pages we opened.

Limits on what an agent may do

An agent able to change a purchase order needs firm boundaries. Relevance AI lets a plant write approval rules for each tool and rules that trigger on conditions16,107. Copilot Studio gates releases through pipelines4. UiPath separates the AI Admin role from developers who write policy as code121,77. Workato adds human approval steps and project level access87. Gemini Enterprise lets admins phrase tool rules in plain language122. Nexus keeps one central setting for guardrails and permissions123 and holds every agent back until its CIO approval gate is passed124. Glean can hold an action for approval125, with wider agent policies still coming101.

Audit reports a security team can check

A security reviewer needs attestations to check against. UiPath, Workato, Gemini Enterprise and Glean each publish long lists75,85,126,15. Nexus publicly lists ISO 27001 and ISO 42001 certifications and GDPR compliance32; the company separately confirms that a SOC 2 Type 2 report exists2. Relevance AI claims SOC 2 Type II in its FAQ and carries a GDPR badge110,127. For Copilot Studio, the named certifications have to be pulled from Microsoft's compliance offerings and the Trust Center128,129.

Hosting, residency and closed plant networks

Plants with closed networks or export controlled files need options. UiPath can be installed on site and air gapped9. Workato names eight jurisdictions and private links13,130. Gemini Enterprise lets a group pick a us, eu or global data location6. Copilot Studio aligns to residency needs and offers a US government cloud131,42. Glean's security page gives one example of the product running in a customer's own cloud tenant, at SafetyCulture99. For Nexus and Relevance AI, on site or self hosted deployment is not publicly stated on the pages we opened.

What the whole program costs

A plant pays for software and for the people who make it work. Nexus's fee is per role automated with no per diem or consultant time2; the plant commits for a year only after the trial phase, and may leave at any time afterward132,133. Copilot Studio's credit pack price is public5. Relevance AI prints its plan prices17,112. UiPath lists a $25 Basic plan and priced add ons134,135. Gemini Enterprise shows a $21 Business seat63. For Workato and Glean, dollar prices are not publicly stated on the pages we opened88,100.

Support across every shift

A plant that runs nights and weekends needs help at those hours too. Relevance AI publishes a 99.9 percent uptime SLA111, UiPath lists 99.9 percent uptime for Basic136, and Workato claims the same figure for Agent Studio137. Relevance AI's support desk keeps Sydney weekday hours113. For Nexus, uptime or service terms are not publicly stated on the pages we opened.

How a plant should run the selection

Pick one process first

Start with one plant process that spans two or more systems and has a measurable result. Supplier confirmation chasing, order status answers for distributors, and aftersales part availability are good candidates. Name the person who owns the outcome. Nexus links each agent to a KPI from its first day30; hold every shortlisted vendor to that standard.

Name every system the process touches

Write them down: ERP, MES, quality database, supplier portal, phone line. Ask each vendor which are covered out of the box. Headline counts are a poor guide, since some vendors' own pages disagree on them90,89,98,138.

Settle where data may go

If any plant runs on a closed network, decide hosting first. UiPath describes an air-gapped installation9. Workato's On Prem Agent connects to on-premises systems84; that gateway does not by itself establish an air-gapped deployment of the Workato platform. If regional residency is the rule, Gemini Enterprise and Workato name their regions6,13. Where a vendor does not publish hosting detail, get it in writing before the pilot.

Write the rules before the agent acts

List the actions an agent may take alone, the ones that need a person, and the ones it must never take. Then confirm the platform can hold each rule in place. Approval gates, per tool rules and separated roles all exist somewhere on this list4,16,76.

Price software and people together

Ask for a figure that includes the build. Where the customer builds, add the internal or partner team. With Nexus, the consultants are inside the software price, and no per diem is charged2. For metered platforms, model usage across shifts and plants43,139.

Fix the end date of the proof of concept

Before work starts, agree the outcome, the systems, the controls and the date. Nexus makes that the rule for itself, starting every customer on an outcome based trial of three months140. UiPath's 60 day trial141 and Google's 30 day trials142 allow a shorter test on one process.

Shortlist checklist

1. A named person at the vendor or partner will build the first agent, with a date. 2. Each plant system in scope has been confirmed by name. 3. Hosting and data location are in writing for every plant. 4. Approval and escalation rules are configured before go live. 5. The security team holds the audit reports it needs, by name and type. 6. The quote covers software and delivery for the full rollout. 7. Session, concurrency and file size limits have been tested against shift patterns. 8. Support hours match the hours the plant works. 9. The proof of concept has an agreed KPI and an end date. 10. The contract allows an exit if the proof of concept falls short.

Conclusion

A plant needs AI that crosses systems, honors controls and comes with people to build it. Judged on that, Nexus leads. Its experienced consultants carry the first build until the agent is live in 4 weeks inside a 3 month proof of concept, and the fee is per role automated with no per diem or consultant time2. Nexus publicly lists ISO 27001 and ISO 42001 certifications and GDPR compliance32; the company separately confirms that a SOC 2 Type 2 report exists2. The larger platforms publish more on hosting and access than Nexus does, and those points belong in its proof of concept.

Behind Nexus, Copilot Studio and Gemini Enterprise suit manufacturers already committed to Microsoft or Google, with strong tenant controls and residency settings3,6. UiPath is the pick for plants that cannot send data to a public cloud9. Workato fits a program that is integration first12. Glean suits a manufacturer fixing knowledge access before automating action14, and Relevance AI a low cost pilot on the commercial side17. Each profile on this site sets out the full evidence, with a source behind every claim.

Quick answers

Where should a manufacturing AI evaluation begin?

Choose a defined business workflow, such as a supplier query or service-record lookup. Identify the systems, source records and approval boundaries before selecting a product.

Does ERP integration imply permission to change production records?

No. Reading a record and changing it are different operations. Specify the exact action, approval requirement and recovery process, then demonstrate them against the intended environment.

How should plant and central IT requirements be reconciled?

Write down the deployment, identity and access requirements for each participating site. Ask the supplier which conditions are supported and which require additional work; do not infer them from a general integration claim.

Sources

  1. Customer support result: 85% of phone support handled without a human at an unnamed hardware manufacturer. agent.nexus/roles/customer-support, checked November 8, 2026.
  2. Information supplied by Nexus; public-page verification unavailable. recorded November 8, 2026.
  3. Admins set data policies in the Power Platform admin center.. learn.microsoft.com/en-us/microsoft-copilot-studio/security-and-governance, checked November 8, 2026.
  4. Release pipelines and approval gates support Dev-Test-Prod promotion.. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  5. The listed pack price is per month.. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  6. Gemini Enterprise supports data residency options us, eu and global (Gemini Enterprise column of the editions table).. docs.cloud.google.com/gemini/enterprise/docs/editions, checked November 8, 2026.
  7. External key manager and hardware security module options are supported.. docs.cloud.google.com/gemini/enterprise/docs/security-overview, checked November 8, 2026.
  8. Frontline edition is for frontline workers.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  9. Self-hosted install, including air-gapped, runs on an existing Kubernetes infrastructure or Linux VMs. uipath.com/pricing, checked November 8, 2026.
  10. Execution layer: agents reason, robots act, and people step in where judgment matters. uipath.com, checked November 8, 2026.
  11. Genies are triggered by business events, schedules and APIs, powered by Workato's event-driven iPaaS. workato.com/agentstudio, checked November 8, 2026.
  12. Integrations page describes pre-built connectors to thousands of SaaS apps, databases and ERPs, on-prem and in the cloud. workato.com/integrations, checked November 8, 2026.
  13. Regional data centers in the U.S., E.U., Japan, Singapore, China, Israel, Australia and Korea keep data in-region. workato.com/platform/security, checked November 8, 2026.
  14. Source-system permissions enforced on every read and write. glean.com/platform/security, checked November 8, 2026.
  15. Security page lists the same six security and compliance statements. glean.com/platform/security, checked November 8, 2026.
  16. Per-tool approval rules are listed as a feature. relevanceai.com/product, checked November 8, 2026.
  17. Pro is $19 per month billed annually or $29 per month billed monthly. relevanceai.com/docs/get-started/pricing, checked November 8, 2026.
  18. The agents page says an embedded deployment team gets the customer live, then trains its team. relevanceai.com/agents, checked November 8, 2026.
  19. Vendor customer example: Zembl reports 30% more customer conversions with 24/7 AI sales coverage. relevanceai.com, checked November 8, 2026.
  20. Nexus names its product "procedures". agent.nexus, checked November 8, 2026.
  21. Procedures are built from what the company's best people know. agent.nexus, checked November 8, 2026.
  22. Telecom page: one AI layer above every system the company already runs. agent.nexus/telco, checked November 8, 2026.
  23. A role runs on a fleet of agents, assistants, automations and scripts. agent.nexus/roles/sales, checked November 8, 2026.
  24. Work passes from system to system through one surface. agent.nexus/roles/sales, checked November 8, 2026.
  25. Company says it supports more than 4,000 integrations today. agent.nexus/blog/nexus-raises-4-3m-seed-shipping-cue, checked November 8, 2026.
  26. Glean comparison lists Nexus at 4,000+ integrations across CRMs, ERPs, communication tools and custom APIs. agent.nexus/compare/enterprise-ai-platforms/nexus-vs-glean, checked November 8, 2026.
  27. Next integration focus named in the blog: SAP, Salesforce, Microsoft Dynamics, ServiceNow. agent.nexus/blog/nexus-raises-4-3m-seed-shipping-cue, checked November 8, 2026.
  28. Deploy surfaces listed: Slack, Teams, WhatsApp, email, phone and web. agent.nexus/compare/enterprise-ai-platforms/nexus-vs-glean, checked November 8, 2026.
  29. CONFLICT: Orange value shown as $6M (home page). agent.nexus, checked November 8, 2026.
  30. Every agent deployed has a measurable business KPI from day one. agent.nexus/blog/nexus-raises-4-3m-seed-shipping-cue, checked November 8, 2026.
  31. Blog: a KPI that is not moving leads to a rescope instead of a shipped agent. agent.nexus/blog/nexus-raises-4-3m-seed-shipping-cue, checked November 8, 2026.
  32. Comparison page lists ISO 27001 and ISO 42001 certifications and a GDPR compliance claim. agent.nexus/compare/enterprise-ai-platforms/nexus-vs-glean, checked November 8, 2026.
  33. Company describes itself as early. agent.nexus/blog/nexus-raises-4-3m-seed-shipping-cue, checked November 8, 2026.
  34. If the POC does not deliver, the customer walks away. agent.nexus/compare/enterprise-ai-platforms/nexus-vs-glean, checked November 8, 2026.
  35. Copilot Studio is a platform for creating and managing custom agents, workflows, and apps with no code.. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  36. Knowledge sources can include Power Platform data, Dynamics 365 data, websites and external systems.. learn.microsoft.com/en-us/microsoft-copilot-studio/knowledge-copilot-studio, checked November 8, 2026.
  37. Microsoft advertises 1,500+ pre-built data connectors, alongside MCP servers.. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  38. Admins can turn off agent publishing for the tenant.. learn.microsoft.com/en-us/microsoft-copilot-studio/security-and-governance, checked November 8, 2026.
  39. Admins have full visibility into maker audit logs in Microsoft Purview.. learn.microsoft.com/en-us/microsoft-copilot-studio/security-and-governance, checked November 8, 2026.
  40. Admins can receive alerts on agent activity through Microsoft Sentinel.. learn.microsoft.com/en-us/microsoft-copilot-studio/security-and-governance, checked November 8, 2026.
  41. Admins can disable data movement outside the United States for generative AI features.. learn.microsoft.com/en-us/microsoft-copilot-studio/security-and-governance, checked November 8, 2026.
  42. Copilot Studio is offered in the US Government Community Cloud plan.. learn.microsoft.com/en-us/microsoft-copilot-studio/requirements-licensing-subscriptions, checked November 8, 2026.
  43. Copilot Studio is sold as tenant-wide Copilot Credit packs.. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  44. A pay-as-you-go meter is also offered with no upfront commitment.. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  45. An Azure subscription is required to use agents on the listed plans.. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  46. Service limit on sessions per user.. learn.microsoft.com/en-us/microsoft-copilot-studio/requirements-quotas, checked November 8, 2026.
  47. Makers without a Microsoft 365 Copilot license in the tenant are limited to SharePoint files under 7 MB.. learn.microsoft.com/en-us/microsoft-copilot-studio/requirements-quotas, checked November 8, 2026.
  48. Documents with confidential or highly confidential sensitivity labels cannot be indexed.. learn.microsoft.com/en-us/microsoft-copilot-studio/requirements-quotas, checked November 8, 2026.
  49. Agents can be created by describing them in plain language, then tested before publishing.. learn.microsoft.com/en-us/microsoft-copilot-studio/fundamentals-what-is-copilot-studio, checked November 8, 2026.
  50. Microsoft names business users, IT leaders and developers as the rollout audience.. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  51. Gemini Enterprise is described as an intranet search, AI assistant and agentic platform.. docs.cloud.google.com/gemini/enterprise/docs, checked November 8, 2026.
  52. Gemini Enterprise app and Gemini Enterprise Agent Platform must be bought separately.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  53. Gemini Enterprise Agent Platform is described as the evolution of Vertex AI.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  54. Employees can create their own custom agents with a no-code workbench.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  55. Standard and Plus customers can publish their own agents built on Agent Platform or ADK.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  56. Standard and Plus customers can add the Frontline edition as an add-on.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  57. A BigQuery federated data connector is available for Data Cloud connectors.. docs.cloud.google.com/gemini/enterprise/docs/connectors/data-cloud-security, checked November 8, 2026.
  58. For Data Cloud connectors in federated mode, customer data stays in place.. docs.cloud.google.com/gemini/enterprise/docs/connectors/data-cloud-security, checked November 8, 2026.
  59. Customer-managed encryption keys are supported.. docs.cloud.google.com/gemini/enterprise/docs/security-overview, checked November 8, 2026.
  60. Prompts, responses and connected enterprise data are not used to train Google's foundation models.. docs.cloud.google.com/gemini/enterprise/docs/security-overview, checked November 8, 2026.
  61. Each agent gets a unique identity.. docs.cloud.google.com/gemini-enterprise-agent-platform/govern, checked November 8, 2026.
  62. Model Armor inspects prompts and tool responses.. docs.cloud.google.com/gemini-enterprise-agent-platform/govern, checked November 8, 2026.
  63. Business edition starts at $21 per seat per month.. cloud.google.com/gemini-enterprise/business, checked November 8, 2026.
  64. Business edition is for small businesses and teams up to 300.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  65. Standard and Plus per-seat prices are not publicly stated on the pages opened. The pricing URL returned a 404 page body.. cloud.google.com/gemini-enterprise/pricing, checked November 8, 2026.
  66. CMEK and Access Transparency are not supported in the global region.. docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls, checked November 8, 2026.
  67. Because it is SaaS, customers cannot add custom network controls directly.. docs.cloud.google.com/gemini/enterprise/docs/security-overview, checked November 8, 2026.
  68. Homepage says UiPath brings AI agents, automation, people and systems together on a single platform. uipath.com, checked November 8, 2026.
  69. Processes pause for documents and approvals, then resume where they left off. uipath.com, checked November 8, 2026.
  70. Low-confidence decisions route to people automatically, with context attached. uipath.com, checked November 8, 2026.
  71. Platform page says processes can be modeled and run in BPMN 2.0. uipath.com/product, checked November 8, 2026.
  72. Standard plan is hosted in one of the available regions or on the customer's own premise. uipath.com/pricing, checked November 8, 2026.
  73. Enterprise plan is hosted in one or more regions or on the customer's own premise. uipath.com/pricing, checked November 8, 2026.
  74. Relay connects Automation Cloud to on-premises systems without inbound firewall rules. uipath.com/platform/agentic-automation/foundation/security-governance, checked November 8, 2026.
  75. Governance page lists security certifications: ISO/IEC 42001, AIUC-1, SOC 2 Type II, ISO/IEC 27001, FedRAMP Moderate, HIPAA, IRAP, HITRUST, ISO 9001 and Cyber Essentials Plus. uipath.com/platform/agentic-automation/foundation/security-governance, checked November 8, 2026.
  76. Governance is split into four roles: Org Admin, AI Admin, Developer and Auditor. uipath.com/platform/agentic-automation/foundation/security-governance, checked November 8, 2026.
  77. Developer role authors Policy-as-Code in VS Code and versions it in Git. uipath.com/platform/agentic-automation/foundation/security-governance, checked November 8, 2026.
  78. Standard and Enterprise plans are priced by sales contact. uipath.com/pricing, checked November 8, 2026.
  79. Users and robots may require additional license purchases. uipath.com/pricing, checked November 8, 2026.
  80. Basic plan page says an updated plan offering is coming soon. uipath.com/pricing, checked November 8, 2026.
  81. Trust page headline says Automation Cloud achieved SOC 2 Type 1 certification. This differs from the SOC 2 Type II listed on the governance page. uipath.com/legal/trust-and-security, checked November 8, 2026.
  82. Homepage describes Workato as the control and execution platform to govern AI, connect apps and data, and orchestrate workflows and agents. workato.com, checked November 8, 2026.
  83. Pricing FAQ says on-premises applications, databases and custom REST or SOAP applications are supported through an on-premises gateway. workato.com/pricing, checked November 8, 2026.
  84. The On-Prem Agent connects to systems inside the customer's private network. workato.com/platform/security, checked November 8, 2026.
  85. Platform security page lists SOC 1/2/3, ISO 27001/27701, ISO 42001, HIPAA, PCI-DSS 4.0.1, IRAP and NIST 800 171A r2 certifications. workato.com/platform/security, checked November 8, 2026.
  86. Encryption keys are provisioned per customer and rotated every hour. workato.com/platform/security, checked November 8, 2026.
  87. Governance includes human-in-the-loop approvals and granular RBAC, including environment and project-level permissions. workato.com/platform/security, checked November 8, 2026.
  88. Pricing page says plan structure may vary by contract terms and join date. workato.com/pricing, checked November 8, 2026.
  89. Pricing page says 1,200+ pre-built connectors are included out of the box for every user. This conflicts with the 17,000+ figure on the homepage. workato.com/pricing, checked November 8, 2026.
  90. Homepage says Workato connects to 17,000+ apps, APIs, databases, files and MCP servers. workato.com, checked November 8, 2026.
  91. Standard edition includes 1 concurrency. workato.com/pricing, checked November 8, 2026.
  92. Pricing page says onboarding and training packages are available, with details by contacting the company. workato.com/pricing, checked November 8, 2026.
  93. Glean began as enterprise search. glean.com/about, checked November 8, 2026.
  94. Connectors inherit and enforce source permissions. glean.com/platform/connectors, checked November 8, 2026.
  95. Permissions update as soon as they change in the source app. glean.com/platform/connectors, checked November 8, 2026.
  96. Search learns company language without manual tuning. glean.com/enterprise-search, checked November 8, 2026.
  97. Use case, engineering. glean.com, checked November 8, 2026.
  98. Home page: more than 275+ connectors. glean.com, checked November 8, 2026.
  99. Hosting inside a customer's own cloud tenant (SafetyCulture example). glean.com/platform/security, checked November 8, 2026.
  100. Pricing: not publicly stated. Pricing URL redirects to the home page, and no plan or price text was found on the pages read. glean.com/pricing, checked November 8, 2026.
  101. Agent governance policies. glean.com/platform/security, checked November 8, 2026.
  102. Agentic browser control. glean.com/platform/security, checked November 8, 2026.
  103. Developer docs mark Triggers, Usage, Users, Departments, Admin as experimental. developers.glean.com, checked November 8, 2026.
  104. Describes itself as a low/no-code platform for building AI agents and multi-agent teams. relevanceai.com/docs/get-started/introduction, checked November 8, 2026.
  105. Use cases listed on the homepage include Human Resources, alongside Sales, Customer Success, Marketing, Customer Support, Operations and Research. relevanceai.com, checked November 8, 2026.
  106. Vendor says the people who manage agents day to day are the ops and revenue teams. relevanceai.com/product, checked November 8, 2026.
  107. Conditional approval rules are listed as a feature. relevanceai.com/product, checked November 8, 2026.
  108. High-stakes actions pause for human sign-off, and the customer sets the thresholds. relevanceai.com/enterprise, checked November 8, 2026.
  109. Draft, active and pinned agent versions are listed as a feature. relevanceai.com/product, checked November 8, 2026.
  110. Documentation FAQ says Relevance AI is SOC 2 Type II compliant. relevanceai.com/docs/get-started/pricing, checked November 8, 2026.
  111. Enterprise page states a 99.9% uptime SLA. relevanceai.com/enterprise, checked November 8, 2026.
  112. Team is $234 per month billed annually, or $349 per month billed monthly. relevanceai.com/docs/get-started/pricing, checked November 8, 2026.
  113. Support hours are weekdays 9am to 5pm Sydney time, with no weekend support. relevanceai.com/docs/get-started/support, checked November 8, 2026.
  114. Vendor customer example: a claimed $7M pipeline from 35+ agents across the org. relevanceai.com, checked November 8, 2026.
  115. Pro is for solo GTM operators. relevanceai.com/docs/get-started/pricing, checked November 8, 2026.
  116. Customer quote: live in three weeks. glean.com, checked November 8, 2026.
  117. Same TIME case study. glean.com, checked November 8, 2026.
  118. Customer story (vendor-published).. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  119. Vendor says some use cases can take as little as a few hours to stand up (vendor claim). relevanceai.com/agents, checked November 8, 2026.
  120. Integrations directory lists 2,728 integrations in total. relevanceai.com/integrations, checked November 8, 2026.
  121. AI Admin role approves models and sets behavioral baselines before promotion. uipath.com/platform/agentic-automation/foundation/security-governance, checked November 8, 2026.
  122. Agent tool-use rules are written in plain language.. docs.cloud.google.com/gemini-enterprise-agent-platform/govern, checked November 8, 2026.
  123. Sales page: permissions and guardrails are set once, centrally. agent.nexus/roles/sales, checked November 8, 2026.
  124. Blog: the agent does not ship unless a CIO can sign off on data flow, access model and audit trail. agent.nexus/blog/nexus-raises-4-3m-seed-shipping-cue, checked November 8, 2026.
  125. Human approval before agent actions execute. glean.com/platform/connectors, checked November 8, 2026.
  126. Listed certifications include HIPAA, FedRAMP, ISO 27001, SOC 1, 2 and 3, and PCI DSS (the list runs to line 293).. docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls, checked November 8, 2026.
  127. Enterprise page lists GDPR as a badge. relevanceai.com/enterprise, checked November 8, 2026.
  128. Certification names are not listed on the page. It points to a compliance offerings page.. learn.microsoft.com/en-us/microsoft-copilot-studio/security-and-governance, checked November 8, 2026.
  129. The Microsoft Trust Center is named as the primary compliance resource.. learn.microsoft.com/en-us/microsoft-copilot-studio/security-and-governance, checked November 8, 2026.
  130. AWS PrivateLink and Azure Private Link keep traffic off the public internet. workato.com/platform/security, checked November 8, 2026.
  131. Copilot Studio supports data residency alignment and major compliance standards.. microsoft.com/en-us/copilot/products/copilot-studio, checked November 8, 2026.
  132. Comparison page: pricing is not tied to headcount, a 3 month POC comes first and an annual commitment follows. agent.nexus/compare/enterprise-ai-platforms/nexus-vs-glean, checked November 8, 2026.
  133. The customer can exit anytime after the POC. agent.nexus/compare/enterprise-ai-platforms/nexus-vs-glean, checked November 8, 2026.
  134. Basic plan starts at $25 per month. uipath.com/pricing, checked November 8, 2026.
  135. Test Cloud Performance Testing add-on is priced at $20K for 2,500 VUs. uipath.com/pricing, checked November 8, 2026.
  136. Basic tier lists a 99.9% service uptime. uipath.com/pricing, checked November 8, 2026.
  137. Agent Studio page claims 99.9% uptime (vendor claim). workato.com/agentstudio, checked November 8, 2026.
  138. Docs connector hub lists 107 connectors. docs.glean.com/connectors, checked November 8, 2026.
  139. Pro includes 30,000 Actions per year (or 2,500 per month). relevanceai.com/docs/get-started/pricing, checked November 8, 2026.
  140. Every engagement starts with a 3-month proof of concept tied to specific outcomes. agent.nexus/compare/enterprise-ai-platforms/nexus-vs-glean, checked November 8, 2026.
  141. Standard plan offers a 60-day free trial. uipath.com/pricing, checked November 8, 2026.
  142. Standard or Plus can be tried free for 30 days.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.