The AI automations every team is running in 2026, with the engines that keep them in budget and in bounds
Pick a business function. Each automation shows the process your people already know, then the chain of AICost engines that prices every step and the governance controls that keep it safe. 124 engines, all available over MCP.
Start from the work your team already does: the ticket, the invoice, the claim, the visit note.
Each step maps to an AICost engine that prices it and a control that keeps it safe: eval, human review, guardrails, budgets.
Run the same chain over MCP from Claude, Codex or your app, or open each calculator. We help you adapt it to your stack.
Top 10 AI automations in 2026
Ranked from public spend, adoption and scale data. Many figures are vendor-published, so treat them as directional.
Largest AI spend category: 55% of 2025 departmental AI spend (about $4.0B); software engineering has the highest scaled agent use (24%) in McKinsey 2025.
Source: menlovc.comSee the chain → 02 Ticket deflection with a self-service AI agent 🎧 Customer serviceCustomer success is about $630M of 2025 departmental AI spend; 57% of surveyed mid-market companies use AI for CX.
Source: businesswire.comSee the chain → 03 Employee self-service IT agent (password resets, access, software) 💻 IT service deskIT is the second-highest function for scaled agent use (22%) and about $700M of departmental AI spend.
Source: mckinsey.comSee the chain → 04 AI code review on every pull request 🛠️ Engineering and DevOpsGitHub's review agent had reviewed 8M+ pull requests by May 2025; built into tools developers already use.
Source: itwire.comSee the chain → 05 Content and creative production at scale (copy and image variants) 📣 MarketingMarketing is about $660M of 2025 departmental AI spend, driven by content generation; Klarna reported about $10M a year saved.
Source: marketingdive.comSee the chain → 06 Agent assist with automatic case and call summaries 🎧 Customer serviceLow-risk, quick win built into contact center suites; ServiceNow reports about 80% time saved per resolution note.
Source: servicenow.comSee the chain → 07 Alert triage and investigation agent (AI Tier-1 analyst) 🛡️ Security operationsTriage is the top SOC AI use (67%), with 40% of alerts going uninvestigated today (vendor-sponsored survey).
Source: thehackernews.comSee the chain → 08 Touchless invoice processing in accounts payable 🧾 FinanceDocument-heavy and measurable; enterprise cases report about 80% touchless processing.
Source: genpact.comSee the chain → 09 AI SDR for outbound prospecting and inbound lead qualification 📈 SalesFast-growing category with public results and costs (SaaStr: 3,000 emails/month, $50k-100k+ per platform).
Source: saastr.comSee the chain → 10 First-pass contract review and redlining against the playbook ⚖️ Legal52% of in-house teams are using or evaluating contract AI, and active use nearly quadrupled since 2024.
Source: artificiallawyer.comSee the chain →Browse by area
Customer service
- Ticket deflection with a self-service AI agent5 cost + 4 governance engines
- Agent assist with automatic case and call summaries5 cost + 2 governance engines
- Voice AI agent that answers the phone line4 cost + 4 governance engines
Sales
- AI SDR for outbound prospecting and inbound lead qualification5 cost + 2 governance engines
- Call notes, CRM auto-update and deal risk alerts6 cost + 2 governance engines
- RFP and security questionnaire answering6 cost + 3 governance engines
Marketing
- Content and creative production at scale (copy and image variants)6 cost + 2 governance engines
- Personalized campaigns and 1:1 email/journey content5 cost + 2 governance engines
- SEO and AI-search (GEO) content optimization4 cost + 2 governance engines
Engineering and DevOps
- AI coding assistant and ticket-to-pull-request coding agent6 cost + 4 governance engines
- AI code review on every pull request4 cost + 2 governance engines
- On-call incident investigation agent (AI SRE)4 cost + 3 governance engines
IT service desk
- Employee self-service IT agent (password resets, access, software)4 cost + 4 governance engines
- Ticket triage, routing and summarization for IT agents3 cost + 2 governance engines
- Resolution notes and knowledge article drafting3 cost + 2 governance engines
Finance
- Touchless invoice processing in accounts payable4 cost + 3 governance engines
- Month-end close: reconciliations, journal entries and variance commentary4 cost + 3 governance engines
- Collections and cash application in accounts receivable4 cost + 2 governance engines
HR and talent
- Candidate screening and interview scheduling assistant3 cost + 5 governance engines
- HR help assistant for employee questions and requests3 cost + 2 governance engines
- New-hire onboarding assistant4 cost + 1 governance engines
Legal
- First-pass contract review and redlining against the playbook6 cost + 3 governance engines
- Legal intake triage (legal front door)3 cost + 1 governance engines
- Contract data extraction and obligation tracking5 cost + 2 governance engines
Procurement
- Purchase request intake and approval routing agent3 cost + 2 governance engines
- Autonomous supplier negotiation for tail spend2 cost + 3 governance engines
- Supplier risk and compliance review (security, privacy, tariffs)4 cost + 4 governance engines
Security operations
- Alert triage and investigation agent (AI Tier-1 analyst)4 cost + 3 governance engines
- User-reported phishing triage4 cost + 2 governance engines
- Detection tuning and threat hunting assistant3 cost + 2 governance engines
Reference chains are a starting point. Your volumes, models and vendors change the numbers; the engines recompute them from live prices.
Your process is not on the list, or runs differently? These chains are a starting point. We assemble the right engines for your workflow, your models and your vendors, and you run it over MCP or in the calculators.