G2's New Categories for October 2026

Compliance Management gives teams one system to run compliance every day across frameworks, because regulators and customers now expect proof at any moment, not just at audit time. Certification Audit uses AI to take the manual reading and drafting off auditors' plates, while the auditor still makes the final call.

Certification Program Management keeps credential records accurate and defensible across applications, exams, and renewals as programs grow. AI Content Intelligence Platforms give employees and AI agents cited answers and governed action without exposing sensitive content.

The rest of the new categories serve industries that general-purpose software doesn't fully fit. Clinical Trial Budgeting replaces slow, error-prone spreadsheets with audit-ready financial tracking. Lawn Care brings recurring routes, weather rescheduling, and chemical tracking out from under generic field service tools. Restaurant Online Ordering helps restaurants avoid third-party commissions and keep their customer relationships. Telecom Operations gives carriers dedicated tools to stop revenue leakage, fraud, and signaling attacks.

Check out what's new on G2 this month and why each new category was introduced.

1. Compliance Management

About this category: Compliance management software helps organizations track and maintain adherence to regulatory requirements and internal policies across the business. It provides a centralized system of record for policies, controls, regulatory obligations, and evidence across multiple frameworks. Compliance, risk, legal, and operations teams use it to assign and track compliance tasks, collect evidence, and follow issues through to remediation. It keeps compliance running as a continuous operation, so organizations stay audit-ready between formal audits.

Why was compliance management software introduced? The Compliance Management category was introduced to cover software that runs an organization's ongoing compliance program, a job that neighboring categories handle only in part. Audit management software supports discrete audit engagements with a defined scope and endpoint. Security compliance software focuses on automated technical control monitoring against cybersecurity frameworks such as SOC 2 and ISO 27001. Compliance management software instead manages policies, controls, obligations, and evidence across the business, using structured workflows and centralized tracking. The category lets buyers compare products built for continuous, cross-framework compliance operations and keeps them separate from tools built for point-in-time audits or security-specific certification.

What are the top three products in this category?

The top three products, ranked by popularity at the time of launch, are:

Frequently asked questions (FAQ) about the Compliance Management category

What is a compliance management tool?

A compliance management tool is software that helps organizations track and maintain adherence to regulatory requirements and internal policies. It serves as a centralized system of record for policies, controls, regulatory obligations, and evidence across multiple frameworks. Teams use it to assign compliance tasks, collect evidence, and follow issues through to remediation. This keeps the program running continuously rather than as a one-time event.

What is the best compliance management software?

The right choice depends on the frameworks you manage, the size of your team, and whether you need audit and risk workflows alongside compliance. To qualify for G2's Compliance Management category, a product must:

• Store compliance data in a centralized system of record spanning multiple frameworks
• Manage workflows for ongoing compliance activities
• Track compliance issues through remediation
• Report on compliance status and activity history

Among products that meet these criteria, Vanta, Sprinto, and Optro rank as the top three in popularity, based on G2 reviews.

How is compliance management software different from audit management software?

Audit management software runs the internal audit lifecycle for discrete engagements with a defined scope and endpoint, including planning, fieldwork, workpapers, and findings. Compliance management software instead operates the underlying program day to day by maintaining policies, controls, obligations, and evidence. This keeps the organization audit-ready between engagements.

2. AI Content Intelligence Platforms

About this category: G2's new AI Content Intelligence Platforms category recognizes software that helps organizations turn enterprise content into trusted insights and automated action. These platforms enable employees and approved AI agents to ask questions, receive cited answers, reason across documents, extract and classify information, and initiate multi-step workflows, all within enterprise permissions and governance controls. From reviewing contracts to processing invoices, they help teams put business content to work while maintaining security, oversight, and accountability.

Why was AI content intelligence platforms introduced? Enterprise content holds more than information; it holds the context that makes AI useful. We introduced G2's AI Content Intelligence Platforms category to help buyers identify solutions that turn that context into trusted answers and governed action. As employees and AI agents take on more complex work, the ability to understand content, act on it, and respect its permissions becomes essential.

What are the top three products in this category?

The top three products, ranked by popularity at the time of launch, are:

Frequently asked questions (FAQ) about AI Content Intelligence Platforms

What is the difference between an AI content intelligence platform and enterprise content management?

Enterprise content management software governs the content lifecycle: storage, retention, and access. AI content intelligence platforms add permission-aware AI on top of that foundation. Users can ask natural-language questions, get cited answers, and reason across files. The AI also enriches content with metadata and classification, and triggers workflows. To qualify, a product must pair these AI capabilities with audit trails, retention, legal hold, and human oversight.

What should I look for when choosing AI software for business documents?

Start with governance: The AI should respect existing content-level permissions and exclude customer content from model training by default. Then check that it can answer with citations across multiple documents, enrich content automatically, and run approval or routing workflows. G2 review data can help narrow the shortlist. At launch, Google Workspace, Dropbox, and Microsoft OneDrive for Business have the most reviews, and Laserfiche has the highest rating (4.7 from 1,250 reviews).

How is AI content intelligence different from intelligent document processing?

Intelligent document processing extracts and processes data from documents, such as invoice fields or form entries. AI content intelligence platforms support ongoing intelligence and action across enterprise repositories and the full content lifecycle. They also govern the content and trigger multi-step, agent-driven workflows, rather than stopping at extraction.

3. Certification Audit

About this category: Certification audit software uses AI to carry out the assessment work of a conformity audit, an independent review of whether an organization's documentation and processes meet the requirements of a specific standard, such as ISO 9001. These tools read submitted documents and records, compare the evidence clause by clause against the standard or certification scheme, and classify shortfalls as findings or nonconformities. They also draft the checklists, evidence trails, and reports an auditor would otherwise produce by hand. Auditors at certification bodies, notified bodies, and testing and inspection organizations use the software, as do supplier auditors and quality teams auditing their own management systems against an external standard. The auditor still reaches every conclusion and signs the certification decision.

Why was Certification Audit introduced? The Certification Audit category was introduced to cover AI software that performs conformity assessment itself, which no existing G2 category addresses. Audit management software runs the internal audit program, including planning, scheduling, findings tracking, and reporting. Compliance management software maintains an ongoing compliance program between engagements. Security compliance software monitors technical controls so an organization can pass a cybersecurity audit rather than conduct one. Certification audit software is used by the party conducting the assessment to review evidence against a named external standard and produce traceable findings and draft audit work products. The category lets buyers compare these tools separately from products built to administer audit programs, maintain compliance, or prepare for audits.

What are the top three products in this category?

The top three products, ranked by popularity at the time of launch, are:

Frequently asked questions (FAQ) about the Certification Audit category

Is AI going to replace auditors?

Not in certification audit software as G2 defines it. These tools read submitted documents, compare the evidence clause by clause against a standard, and draft checklists, evidence trails, and reports. The auditor still reaches every conclusion and signs the certification decision. The software removes the manual reading and drafting that consume most of an assessment.

What is the best software for auditing?

The right choice depends on whether you need to conduct a conformity assessment or administer an audit program. To qualify for G2's Certification Audit category, a product must meet four criteria:

• Apply AI to review documents against a named external standard or scheme
• Identify findings that trace to the requirement they fail and the source document
• Draft at least one auditor work product, such as an audit plan, checklist, evidence trail, or draft report
• Support the execution of the audit itself rather than the administration of an audit program

foraudits, ISOauditor.app, and MedDeviceAudit currently rank as the top three in the category, based on G2 data.

What is an ISO 9001 certification audit?

An ISO 9001 certification audit is an independent assessment of whether an organization's documentation and processes meet the requirements of ISO 9001. It typically runs in stages, with a Stage 1 documentation review followed by a Stage 2 assessment. Certification audit software supports the auditor during this work. It can pre-check Stage 1 documentation for gaps and generate an on-site checklist from the client's documented management system.

4. Clinical Trial Budgeting

About this category: Clinical trial budgeting software manages the financial lifecycle of clinical studies, including site budget creation, spend forecasting, and automated site payment disbursement. These tools are used by clinical operations finance leads, grants managers, and financial analysts at life science organizations to maintain financial control and compliance across clinical trial study portfolios.

Why was clinical trial budgeting introduced? Compared to more manual budgeting tools, such as spreadsheets, clinical trial budgeting products minimize the creation time and increase the accuracy of clinical trial budgets so organizations can be prepared for audits as well as plan for financial expenditures. G2's Clinical Trial Management software category does not specifically address these budgeting needs that life science buyers experience.

What are the top three products in this category?

The top three products, ranked by popularity at the time of launch, are:

Frequently asked questions (FAQ) about the Clinical Trial Budgeting category

How is clinical trial budgeting software different from using spreadsheets?

Compared to manual tools such as spreadsheets, dedicated products cut budget creation time and improve accuracy. They build site budgets at the procedure or visit level using fair market value (FMV) benchmark data, insurance coverage, and protocols. They also keep a version-tracked grant negotiation workflow and an audit trail compliant with 21 CFR Part 11 or equivalent standards, which helps organizations prepare for audits.

What is fair market value (FMV) in clinical trial budgeting?

In clinical trials, fair market value (FMV) is the price a buyer and seller agree on, used to set appropriate compensation for the goods and services research sites provide, such as investigator time, facilities, and equipment.

How does Clinical Trial Budgeting software differ from Clinical Trial Management software?

While both products are used in a clinical trial setting, Clinical Trial Budgeting software takes a more focused look at the financial side of clinical trials. These products streamline the process of creating and maintaining budgets due to unique requirements and multiple factors for pricing. Some Clinical Trial Management products do include Clinical Trial Budgeting capabilities, but not all.

5. Certification Program Management

About this category: Certification Program Management software helps certification bodies, professional associations, and credentialing providers manage professional certification programs, including candidate applications, eligibility verification, assessments, certification issuance, and renewals. Certification program managers and administrators use these products to streamline administration, track candidate progress, and maintain certification records.

Why was Certification Program Management introduced? Certification bodies, professional associations, and accreditation organizations have specific needs, like managing candidate applications, checking eligibility, and tracking renewals and continuing education requirements. Broader digital credential management and training management tools may not fully cover these workflows. The new Certification Program Management category gives buyers a dedicated place to find and compare software designed to manage the full lifecycle of certification and accreditation programs.

What are the top three products in this category?

The top three products, ranked by popularity at the time of launch, are:

Frequently asked questions (FAQ) about the Certification Program Management category

What is certification program management software?

Certification program management software helps certification bodies, professional associations, and accreditation organizations manage the full lifecycle of their credentialing programs. That covers candidate applications and eligibility review, examinations, credential issuance and tracking, renewals and recertification, and continuing education requirements. Program administrators use it to apply requirements consistently, keep candidate and credential records, and maintain audit trails.

How is certification program management software different from an LMS or digital credential software?

It may share features with other tools. Digital credential management software also issues and tracks credentials, and training management software also tracks certifications and continuing education. Certification program management software is distinguished by its focus on the full certification lifecycle: candidate applications, eligibility, examinations, certification requirements, renewals, and ongoing credential maintenance. It may also integrate with assessment software to support certification exams and sync candidate results.

What features should organizations look for in certification program management software?

At a minimum, a product should manage candidate applications and records, evaluate or track candidate eligibility against defined program requirements, and support renewal, recertification, or other credential maintenance. Beyond that, buyers typically evaluate how well it handles exam and assessment integration, compliance tracking against certification or accreditation standards, and audit trails. They also check how much manual administrative work it removes at scale.

6. Lawn Care

About this category: Lawn care software is built for lawn care businesses that perform recurring outdoor services like mowing, fertilizing, irrigation, snow removal, as well as seasonal work like holiday light installation. It helps these businesses manage their daily operations, such as job scheduling, route planning, estimates, billing, and chemical application tracking.

Why was Lawn Care introduced? Lawn care businesses have specific needs, like recurring service schedules, efficient routing, weather-related rescheduling, and chemical application tracking. Until now, these products were listed under G2's Field Service Management and CRM categories, making it harder for buyers to identify and compare solutions tailored to their industry. The new Lawn Care category gives buyers a dedicated place to find and compare software designed around lawn care workflows.


What are the top three products in this category?

The top three products, ranked by popularity at the time of launch, are:

Frequently asked questions (FAQ) about the Lawn Care category

What features should I look for in lawn care software?

Look for recurring job scheduling, route planning, estimates and invoicing, and a mobile app that crews can use in the field. If your business applies fertilizers or pesticides, look for chemical application tracking to document products, application rates, dates, and service details. Businesses offering seasonal services, such as snow removal or holiday lighting, should also consider software that supports multiple service types throughout the year.

How is lawn care software different from field service management software?

Field service management software supports scheduling, dispatching, and other field operations across a range of industries. Lawn care software is tailored to the specific workflows of lawn care businesses, including recurring property visits, route planning, seasonal service management, and chemical application tracking. Some field service management platforms offer these capabilities, but lawn care software may provide more specialized workflows for managing ongoing lawn care services.

How does lawn care software help manage recurring jobs and routes?

Lawn care software helps businesses schedule repeat visits on weekly, biweekly, or custom intervals and organize jobs into efficient routes for their crews. When weather or other disruptions affect the schedule, teams can reschedule visits and adjust routes. This helps businesses manage recurring services, reduce manual scheduling work, and keep crews organized.

7. Restaurant Online Ordering

About this category: Restaurant online ordering software lets restaurants accept orders directly through their own website or app. It supports menu management, order processing, online payments, and pickup and delivery options. It gives restaurants a direct ordering channel where they control their branding, menu presentation, pricing, and customer relationships while reducing reliance on third-party delivery marketplaces.

Why was Restaurant Online Ordering introduced? Online ordering has become an important revenue channel for restaurants. The pandemic accelerated this change, and digital ordering has remained a significant share of restaurant sales even after dine-in recovered. As restaurants continue to invest in direct ordering channels, they need software that helps them manage online orders while maintaining control over the customer experience and relationship. The new Restaurant Online Ordering category gives buyers a dedicated place to discover and compare software designed specifically for taking direct online orders.

What are the top three products in this category?

The top three products, ranked by popularity at the time of launch, are:

Frequently asked questions (FAQ) about the Restaurant Online Ordering category

Do restaurants need their own online ordering system if they're already on delivery apps?
Many restaurants use both. Delivery apps bring discovery and new customers, but charge a commission on every order and own the customer data. A direct ordering channel lets restaurants take repeat orders commission free, keep the customer relationship, and control their own menu and branding.

What is first-party online ordering?
First-party online ordering means customers order directly through the restaurant's own website or app rather than a third-party marketplace. The restaurant maintains customer relationships and data and avoids the commission fees that third-party platforms charge on each order. Restaurant online ordering software is what powers this direct channel.

How does restaurant online ordering software differ from food delivery marketplaces?
Food delivery marketplaces, like third-party apps, list many restaurants in one place and charge a commission on each order, with the customer relationship belonging to the marketplace. Restaurant online ordering software gives the restaurant its own ordering channel, where it controls the menu, pricing, and branding. Some marketplaces offer white-label ordering tools, but not all, and many restaurants use both channels together.

8. Telecom Operations

About this category: Telecom operations software helps communications service providers manage, monitor, optimize, and secure their telecom networks and services. It covers specialized functions like revenue assurance and fraud management, roaming and interconnect management, network testing and monitoring, network analytics, and signaling security. Mobile network operators, fixed-line carriers, and mobile virtual network operators (MVNO) use these products to protect revenue, maintain service quality, and secure their networks.

Why was Telecom Operations introduced? Telecom service providers have specialized needs that general-purpose software may not fully address, like managing roaming and interconnect relationships, detecting telecom-specific fraud, identifying revenue leakage across complex billing processes, and securing telecom signaling networks. Previously, products serving these needs were listed across broader G2 categories. The new Telecom Operations category gives service providers a dedicated place to discover and compare software designed for the telecom business.

What are the top three products in this category?

The top three products, ranked by popularity at the time of launch, are:

• Keysight Network Test
• Amdocs
• Syniverse

Frequently asked questions (FAQ) about the Telecom Operations category

What is revenue assurance in telecom operations?

Revenue assurance is the practice of identifying revenue leakage and discrepancies across service delivery, usage recording, rating, billing, and settlement. Examples include unrecorded usage, billing errors, and discrepancies in interconnect or roaming settlements. Telecom operations software can reconcile data across network, usage, and billing systems to flag potential gaps for investigation and remediation.

Who uses telecom operations software?

Telecom operations software serves teams across communications service providers, depending on the product's capabilities. Network operations and engineering teams use it for network testing, monitoring, and analytics. Revenue assurance and fraud management teams use it to identify revenue leakage and suspicious activity, while roaming and wholesale teams use it to manage partner relationships, settlements, and service quality.

How is telecom operations software different from network monitoring software?

Network monitoring software focuses on observing network availability, performance, traffic, and faults. Telecom operations software covers a broader range of carrier-specific operational needs, which may include network testing and analytics, revenue assurance, fraud management, roaming and interconnect management, and signaling security. Some network monitoring products also support telecom-specific capabilities, so the distinction depends on the product's functionality and intended use cases.

There's always something new on G2!

On average, G2's Market Research team adds 5-10 new categories per month, so we encourage you to review our research agenda and utilize the all-new G2.ai to leave a voice review on the software you recommend!

Come back next month to see additional new categories on G2! And check out the new categories that went live last month.