AI Agents for Engineering Teams

Your AI Workforce

Grail agents live in your Slack or Teams and accelerate your engineering workflows — triaging issues, generating docs, writing release notes, running deployment checks, and producing status reports — without context-switching out of your tools.

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# finance

Priya Tan (MD) 9:15 AM

@Grail, prepare our 3-month rolling cash flow forecast and handle this month's supplier payments (S$192k total, including China and Malaysia vendors). Pull everything from Xero and Airwallex. Remember the conservative assumptions we set last month.

Alex Lim (CFO) 9:17 AM

Add the pending Enterprise Singapore grant at 70% probability, and flag any cash shortfalls in May.

Grail APP 9:18 AM

Understood — referencing our 12 Feb discussion on 4% FX buffer and priority early payments for Johor suppliers. Connecting to Xero + Airwallex APIs now and writing custom Python Monte-Carlo simulation on my secure virtual desktop…

Grail APP 5:40 PM

✅ 3-month cash flow forecast complete with base + conservative scenarios, charts and sensitivity table. All 31 supplier invoices reconciled (GST input tax applied correctly). Full payment batch executed in Airwallex — PayNow sent to local vendors, telegraphic transfer to overseas.

CashFlow_Forecast_Apr-Jun2026.xlsx

Supplier_Payment_Run_Mar2026.pdf

Priya Tan (MD) 5:42 PM

Looks perfect, thanks Grail.

Grail APP 5:43 PM

✅ Forecast shared in Google Drive with the full team. GST worksheet auto-generated for next IRAS filing. Full audit log saved.

HR & Ops

Rachel Ng (HR Manager) 10:30 AM

@Grail, please handle full onboarding for Sarah Lim as Senior Sales Executive starting 1 April — contract, S Pass, Talenox payroll, Xero expenses, everything.

Kumar Raj (Operations Manager) 10:32 AM

She'll also need full access to our CRM and inventory system on day one.

Grail 10:33 AM

Got it. Recalling our standard policy from last quarter: 3-month probation, medical 80/20, 14 days AL. Salary confirmed at S$4,800 base + 2% commission?

Rachel Ng (HR Manager) 10:35 AM

Yes correct. She has diploma + 6 years experience. No dependents.

Grail 10:36 AM

Perfect. Running ACRA & MOM checks, drafting contract, compiling S Pass documents, setting up Talenox payroll and all system accesses on my secure workstation…

Grail 3:15 PM

✅ Sarah Lim fully onboarded:
• MOM-compliant employment contract drafted
• S Pass application submitted via MOM portal
• Talenox payroll profile created with CPF, SDL & IRAS settings
• Accounts provisioned in Xero, CRM, inventory system + Slack
• Welcome pack and first-day schedule emailed

Sarah_Lim_Onboarding_Package.pdf

S_Pass_Documents.zip

Rachel Ng (HR Manager) 3:17 PM

Great job Grail — this saves us hours every time.

Grail 3:18 PM

✅ All audit logs saved. First-day Outlook calendar invite created and shared with the team.

Built to Remember

Add a Grail agent to your eng team and brief it on your codebase, conventions, and incident protocols. It learns your architecture, team structure, and SLA thresholds — and applies that context to every triage, doc, and report it produces.

First Week

Learns Your Stack

Reads your repos, issue tracker, and runbooks. Learns your service architecture, on-call rotation, and deployment cadence.

First Month

Spots Patterns in Your Systems

Flags recurring bugs, slow-moving issues, and gaps in documentation. Surfaces technical debt before it becomes an incident.

Ongoing

Runs Like a Senior Eng Lead

Knows your conventions, your SLAs, and your escalation paths. Produces accurate docs and status updates that actually match your codebase.

Security & Control

Enterprise-grade compliance built into every agent.

⚖️

Full Code Ownership

Every automation we build is exported to your repositories. You own the IP — zero vendor lock-in.

🛡️

Approvals & Audits

Human-in-the-loop approval steps before any consequential action. Every decision is logged with full context.

🔒

Immutable Audit Trails

Every action is logged with full context — who asked, what ran, what changed, and when. Ready for internal review or external audit.

From the Grail Team

Real engineering work executed by Grail agents.

Issue Triage

Automated Issue Triage

Monitored a GitHub repo with 200+ open issues — labelled, prioritised, and assigned each one based on severity and team capacity. Done in 40 minutes.

Documentation

Codebase Documentation Sprint

Generated API reference docs, architecture diagrams, and onboarding guides from existing code and PR history. Reduced new engineer ramp-up time by 60%.

Release Notes

Automated Release Notes

Pulled every merged PR since the last release, grouped changes by feature area, and published polished release notes to Notion and Slack — automatically on every deploy.