Talk to us
  1. Home
  2. AI use cases
  3. Software & SaaS

AI use cases

AI use cases in software and SaaS

35 AI agents that software and SaaS companies run today, grouped by the team they work for. For each one: the process, what the AI does, where people step in and the result the company reported.

Customer service

In production · reported 2026

+30% cases resolved per engineer per day

Support case research across knowledge sources

US enterprise software support team

What the AI does
Routes each support engineer's question to the right knowledge source or specialist agent and returns one answer with source links.
Where people step in
Engineers act on the answers to solve customer problems.
Systems
Knowledge base · Code repository · Slack/Teams · Wiki

In production · reported 2026

48K emails resolved/month

Email and web-form inquiry handling

Japanese internet company

What the AI does
Classifies inbound emails, writes tailored replies from knowledge and past cases, filters spam and abusive messages and routes complex cases.
Where people step in
Cases needing judgment go to a rep with history, intent and recommended next steps.
Systems
CRM · Email · Web forms · Knowledge base

In production · reported 2024

76% of inquiries resolved without a human

Customer support on the help site

US enterprise software company

What the AI does
Answers natural-language questions in 7 languages from articles and account data, performs common tasks and opens service tickets.
Where people step in
Nuanced requests connect to a live rep in the same chat; ~5% go to support engineers.
Systems
Help site · CRM · Knowledge base

In production

63% of total volume automated

Subscription, billing and account support

US AI research company

What the AI does
Resolves subscription, billing and account workflows end to end, retrieving live account data and translating backend error codes.
Where people step in
Escalates only when necessary; specialists focus on high-value issues.
Systems
Helpdesk · Account data

In production

84% automation rate

Multi-product customer support conversations

US nonprofit donor management platform

What the AI does
Answers support conversations from the company's knowledge base inside the CRM.
Where people step in
Rollout started with a small customer pilot before reaching all customers.
Systems
CRM · Knowledge base

Sales

In production

$3M influenced closed-won

Inbound prospect qualification

US customer service software company

What the AI does
Handles ~15,000 inbound sales conversations a month around the clock, qualifies prospects and routes them to sales reps or self-serve.
Where people step in
Sales development reps handle high-value pipeline work such as multithreading and re-engagement.
Systems
Web chat

In production

2,300+ cases/yr processed without manual intervention

Product cancellation processing

Global data intelligence company

What the AI does
Validates approvals, cancels the right invoices, issues credit notes and closes cancellation cases in order, logging every action.
Where people step in
Exceptions go to people for review with full context; clean cases need no manual steps.
Systems
CRM · General ledger · Billing

In production · reported 2026

~60% conversion rate increase in 2 weeks

Inbound signup lead onboarding outreach

US business travel platform

What the AI does
Sends tailored emails to every signup lead, answers common questions, offers meetings and follows up within 24 hours using approved knowledge only.
Where people step in
Complex pricing or custom programs go to a sales rep with full context.
Systems
CRM · Email · Database

In production

Recipe onboarding 10 min → <1 min

Recipe and menu plan data migration

US culinary resource planning platform

What the AI does
Ingests PDFs and spreadsheets, splits multi-recipe documents, extracts recipe data, maps it to the platform schema and deduplicates ingredients against existing data.
Where people step in
People review output in the workflow; the single-recipe parser has a review interface.
Systems
Database · Vector search

In production · reported 2025

40% increase in lead capture

Merchant inquiries and lead capture on website

Global alternative payments platform

What the AI does
Answers merchant questions 24/7 from company data and captures prospect leads at once instead of through a manual form.
Where people step in
Employees tested the agent extensively before go-live.
Systems
CRM · Payment platform · Web chat

Operations

In production

150 employee interviews for $500

Employee interviews for AI-readiness audits

US AI agent marketplace

What the AI does
Runs adaptive voice interviews with hundreds of employees at once, asks follow-up questions, keeps conversations on track and produces transcripts for analysis.
Where people step in
Consultants use the transcript data for higher-order analysis.
Systems
Database

In production

78% of tickets automated or outsourced

Email support ticket handling

UK SaaS referral marketing platform

What the AI does
Handles routine support tickets, including brand operational requests, on the spot.
Where people step in
Complex requests go to a human agent.
Systems
Helpdesk · Email

In production

Recipe onboarding 10 min → <1 min

Recipe and menu plan data migration

US culinary resource planning platform

What the AI does
Ingests PDFs and spreadsheets, splits multi-recipe documents, extracts recipe data, maps it to the platform schema and deduplicates ingredients against existing data.
Where people step in
People review output in the workflow; the single-recipe parser has a review interface.
Systems
Database · Vector search

In production · reported 2026

82%+ of cases resolved by AI

Technical support ticket resolution for B2B clients

UK open banking API fintech

What the AI does
Resolves support tickets using the company's knowledge base and assists human agents on escalated tickets.
Where people step in
Escalates fraud, security and compliance issues to human agents, with AI assistance attached.
Systems
Helpdesk · Knowledge base

In production · reported 2026

65% inbound calls handled

Inbound and outbound voice support for trades

UK tradesperson marketplace

What the AI does
Identifies call reasons, resolves with knowledge, runs verification checks and routes with context; outbound calls guide tradespeople through ID checks.
Where people step in
Escalated calls go to frontline teams with context; tradespeople can be connected directly to a human.
Systems
Phone · Mobile app

Finance

In production

2,300+ cases/yr processed without manual intervention

Product cancellation processing

Global data intelligence company

What the AI does
Validates approvals, cancels the right invoices, issues credit notes and closes cancellation cases in order, logging every action.
Where people step in
Exceptions go to people for review with full context; clean cases need no manual steps.
Systems
CRM · General ledger · Billing

In production · reported 2024

70% automation rate

AP invoice processing and supplier matching

Dutch global payments company

What the AI does
Captures invoices end to end and matches them to suppliers in the ERP and procurement system.
Where people step in
Users create new suppliers when no match is found; about 30% of invoices are not automated.
Systems
ERP · Procurement system

In production

40% of all volume automated

Billing questions and refund requests

Spanish AI creative platform

What the AI does
Resolves billing questions and refund requests inside the existing CRM setup.
Where people step in
Reps keep the same case routing and workflows.
Systems
CRM · Helpdesk

In production

70% resolved instantly with AI

Driver and property owner chat support

US parking technology company

What the AI does
Resolves common gate and payment issues instantly, speeds up dispute handling through the payment platform and surfaces recurring gate problems.
Where people step in
Human agents focus on complex cases.
Systems
Helpdesk · Payments platform

In production

87% of volume resolved without human

Teacher support and refund pre-qualification

UK AI lesson-resource startup

What the AI does
Answers support questions in 40+ languages and pre-qualifies refunds by checking subscription type and date against policy and explaining eligibility.
Where people step in
People keep approving refunds, account changes and anything touching payments.
Systems
Helpdesk · Website

Procurement

In production

31.8% events fully autonomous

Tactical sourcing events for indirect spend

US cloud data platform

What the AI does
Runs sourcing events end to end, from request through supplier quotes to award, fully autonomously for a share of events.
Where people step in
Buyers stay involved in 68% of events and focus on strategic work.
Systems
Procurement system

In production

15% average savings on contracts

Contract price benchmarking and negotiation prep

US data observability software company

What the AI does
Benchmarks contract pricing with third-party data in under a minute, pre-drafts negotiation emails, reviews hotel contracts and writes executive summaries.
Where people step in
Business partners own and send negotiations using the agent's drafts.
Systems
CLM · Issue tracker · ERP · Security review tools

In production

-60% NDA turnaround time

Vendor risk review and NDA routing

US cloud communications company

What the AI does
Surfaces adverse-media risk signals on vendors, breaks down SOC 2 reports for infosec, supports price negotiation and routes templated NDAs.
Where people step in
Stakeholders and infosec decide on engagements based on flagged signals.
Systems
E-signature · Procurement platform

In production

1,500+ disruptions root-caused daily

Supply chain disruption root-cause analysis

Fortune 50 US hardware manufacturer

What the AI does
Consolidates supply chain alerts and demand changes, triages them, explains root causes in plain language and alerts analysts to cascading risks.
Where people step in
Planners handle resolution while the AI provides the diagnosis.

In production

-75% procurement cycle time

Procurement sourcing events

UAE AI company

What the AI does
Runs sourcing events automatically from intake to award.

Supply chain

In production

1,500+ disruptions root-caused daily

Supply chain disruption root-cause analysis

Fortune 50 US hardware manufacturer

What the AI does
Consolidates supply chain alerts and demand changes, triages them, explains root causes in plain language and alerts analysts to cascading risks.
Where people step in
Planners handle resolution while the AI provides the diagnosis.

HR

In production · reported 2025

70% HR efficiency increase

HR shared services queries and onboarding

Global Japanese conglomerate

What the AI does
Resolves HR policy, leave and expense questions and runs onboarding workflows across regions and policies.
Where people step in
The HR operations team handles the rest and gives training feedback.
Systems
Helpdesk · Issue tracker · Identity management · Slack/Teams

In production · reported 2025

9,500 cases autonomously resolved

Employee IT and HR support in chat

US enterprise software company

What the AI does
Answers IT questions and troubleshoots as first-line support, and handles reimbursement, leave and career questions using HR and learning data.
Where people step in
Agents follow policy guardrails; complex tickets go to IT and HR reps.
Systems
Slack/Teams · Helpdesk · HRIS · Knowledge base

In production · reported 2026

+32% deflection

Multi-product support tagging and routing

US HR, IT and finance platform

What the AI does
Pulls user-specific data from internal APIs to answer chat and email questions directly, and applies 75+ tags to route cases and flag escalations.
Where people step in
Defined escalation scenarios go to subject-matter experts.
Systems
Web chat · Email

In production

Resolution 56%→82% in under a year

How-to product support

UK HR software company for SMEs

What the AI does
Answers repetitive how-to questions about logging in, navigating menus and managing two-factor authentication.
Where people step in
ISO approval was obtained before rollout.
Systems
Helpdesk

In production

~80% automation

Seasonal surge support for HR software

German HR software company

What the AI does
Resolves HR software support questions in-product; SMB customers go through the AI before reaching a person.
Where people step in
SMB customers reach a human after the AI.

IT

In production

Hallucinated endpoint paths from 26% to <1%

OpenAPI spec generation from API docs

US automation software platform

What the AI does
Scrapes API documentation, lists endpoints and generates OpenAPI specs, with an eval framework used to cut hallucinated paths and improve field typing.
Where people step in
Manually reviewed and corrected specs serve as test data.
Systems
LLM · Eval platform

In production

52%+ of account unlocks handled autonomously

New-hire account access and app provisioning

US observability software company

What the AI does
Handles account access and app provisioning for new hires and answers requests in the IT chat channel.
Where people step in
Help-desk agents handle what the assistant does not.
Systems
Slack/Teams

In production

96% routing accuracy

IT ticket triage, routing and resolution

Global data-center and interconnection company

What the AI does
Resolves IT tickets end to end and routes the rest to the correct assignment group within 30 seconds.
Where people step in
Tickets the AI cannot resolve go to human assignment groups.
Systems
Slack/Teams · Helpdesk

In production · reported 2025

5 days vs 2 years

Legacy data warehouse migration

Enterprise with a legacy data warehouse

What the AI does
Migrates a customer off a legacy data warehouse, working alongside two human engineers.
Where people step in
The AI agents notify human users when needed, keeping humans in the loop.
Systems
Data warehouse

In production · reported 2025

9,500 cases autonomously resolved

Employee IT and HR support in chat

US enterprise software company

What the AI does
Answers IT questions and troubleshoots as first-line support, and handles reimbursement, leave and career questions using HR and learning data.
Where people step in
Agents follow policy guardrails; complex tickets go to IT and HR reps.
Systems
Slack/Teams · Helpdesk · HRIS · Knowledge base

Marketing

In production · reported 2026

Lead response days to minutes

Inbound lead engagement and qualification

German global industrial technology company

What the AI does
Follows up on inbound leads, chats with prospects to capture budget, timeline and interest and routes high-intent leads to sellers with context.
Where people step in
Guardrails keep the agent on qualification; qualified leads go to human sellers.
Systems
CRM · Data warehouse · ERP

Anonymised summaries of public case studies published from 2023 to 2026. Company and vendor names are withheld. Figures are as the companies reported them; they are not Retexa results.

Questions

AI in software and SaaS

What are the most common AI use cases in software and SaaS?

In the 35 public cases we collected, AI agents in software and SaaS work mostly in customer service, sales and operations. Examples: support case research across knowledge sources; email and web-form inquiry handling; customer support on the help site.

Where do people stay in the loop?

Each card says where people step in. In this industry, for example: engineers act on the answers to solve customer problems; cases needing judgment go to a rep with history, intent and recommended next steps.

Are these Retexa results?

No. These are anonymised summaries of public case studies from 2023 to 2026, with company and vendor names withheld. Figures are as the companies reported them. Retexa builds the same kind of agents on top of the systems you already run.

Other industries

More AI use cases

See every industry and team on one map

AI use cases in logistics and freight31 examplesAI use cases in banking and finance33 examplesAI use cases in insurance32 examplesAI use cases in telecom13 examplesAI use cases in retail and e-commerce30 examplesAI use cases in healthcare37 examplesAI use cases in manufacturing33 examplesAI use cases in energy and utilities17 examplesAI use cases in travel and hospitality20 examplesAI use cases in real estate15 examplesAI use cases in government17 examplesAI use cases in media and entertainment19 examplesAI use cases in automotive15 examplesAI use cases in consumer services21 examplesAI use cases in professional services26 examplesAI use cases in education9 examples

One of these looks like your desk?

Bring us the process. We build the agent on top of the systems you already run, and you pay per accepted result.

Talk to an engineer