01Voice AI
Calls answered. Meetings booked.
Inbound and outbound voice agents handling bookings, triage, and customer inquiries around the clock.
Natural, low-latency responseCRM & calendar syncHuman transfer fallback
Specialist AI Partner · Tech & SaaS
AI systems for Tech & SaaS
Mirlo Systems partners with mid-market and enterprise tech & saas operators to design, build, and operate production AI systems and automations. Support tickets, onboarding questions, and internal tooling gaps slow teams down as the product scales. We integrate into the stack you already run — with staging-first delivery and full ownership on handover.
Sector Bottleneck Audit
Operational challenges we solve for Tech & SaaS
Mid-market and enterprise operators face domain-specific friction. Here is how Mirlo Systems partners on production AI that removes it.
- Support Scale01
Ticket Volume Outpacing Support Headcount
Operational Friction:Support ticket volume grows faster than headcount, extending response times and hurting customer satisfaction.
AI System Solution:Mirlo Systems customer support AI deflects tier-1 tickets instantly and routes complex issues to your engineering or support team.
- Onboarding Friction02
Inconsistent New User Onboarding
Operational Friction:New users get inconsistent onboarding experiences depending on which rep or documentation they find first.
AI System Solution:Mirlo Systems guided onboarding walks new users through setup and answers product questions in real time.
- Internal Tooling03
Fragmented Internal Documentation
Operational Friction:Engineering and support teams waste time searching Slack, Notion, and wikis for the same recurring answers.
AI System Solution:Mirlo Systems internal knowledge AI grounds answers in your actual documentation, codebase context, and internal SOPs.
- Product Reporting04
Delayed Product & Usage Insights
Operational Friction:Product and leadership teams wait on manual pulls to understand usage trends and account health.
AI System Solution:Mirlo Systems live dashboards surface usage, adoption, and account health data pulled directly from your product analytics.
What We Ship
Production AI systems for Tech & SaaS
Deployable AI voice agents, workflow engines, and knowledge systems tailored to your stack and sector constraints.
Get a free assessment- 02Automation
Handoffs that don't stall your ops.
End-to-end process automation connecting your CRM, ERP, communications, and database systems seamlessly.
API integrationsDocument processingData extraction - 03Support AI
Tier-1 handled. Your team freed up.
Support agents wired into your internal knowledge base, resolving routine tickets accurately and escalating the rest.
Tier-1 deflectionTicket auto-resolutionHuman escalation - 04Revenue AI
Pipeline that scores itself.
Lead scoring, outbound sequencing, and CRM enrichment built for mid-market revenue teams.
Lead scoringOutbound sequencingCRM enrichment - 05Analytics
Live numbers leaders open.
Live operational dashboards and automated briefings pulled directly from your systems.
Live dashboardsAutomated briefingsKPI tracking - 06Knowledge AI
Answers grounded in your SOPs.
Searchable SOPs and grounded answers from your company data, with access controls built in.
SOP searchGrounded answersAccess controls - 07Custom Build
Built when off-the-shelf falls short.
Bespoke models, fine-tuned pipelines, and integrations built for your exact stack and constraints.
Custom AI systemsSystem integrationsSOC 2-aligned practices - 08Advisory
A plan you can build from.
Rank opportunities, assess risk, and leave with a build-ready plan - not another slide deck.
Opportunity rankingRisk assessmentBuild-ready plans - 09
AI Customer Support
Mirlo Systems deploys AI customer support that handles tier-1 queries, routes complex cases, and captures leads — without breaking your support stack.
Scoped architecture and success metricsProduction implementation with evaluation gatesHandover, monitoring, and runbooks - 10
AI Reporting & Analytics
Mirlo Systems delivers AI-powered reporting that pulls live operational data into dashboards and briefings decision-makers actually use.
Scoped architecture and success metricsProduction implementation with evaluation gatesHandover, monitoring, and runbooks - 11
AI Sales & Marketing
Mirlo Systems builds AI sales and marketing automation — outbound sequencing, lead scoring, and CRM enrichment for mid-market revenue teams.
Scoped architecture and success metricsProduction implementation with evaluation gatesHandover, monitoring, and runbooks - 12
Internal Knowledge AI
Mirlo Systems builds internal knowledge AI — searchable playbooks, SOPs, and answers grounded in your company data with access controls.
Scoped architecture and success metricsProduction implementation with evaluation gatesHandover, monitoring, and runbooks
Why Act Now
Build your AIadvantage now
Operators who embed production AI into their stack today widen their competitive gap every quarter.
- Integration Risk75%of AI pilots never reach production
Capability isn't the problem
Most AI tools work fine in a controlled test. They fail once they meet your actual edge cases, legacy software, and daily operational load.
- Market Velocity3xfaster operational throughput for early adopters
Compounding operational gap
Competitors who integrate AI into core workflows today aren't just saving hours - they build a compounding cost and speed advantage every quarter.
- Zero Disruption100%focus on existing stack integration
The blocker is execution, not tech
You don't need another AI model. You need disciplined integration that hooks into your CRM, telephony, and databases without breaking operations.
The blocker isn’t technology - it’s knowing where to start without disrupting daily operations.
Find your starting point
Wherever you are with AI, we meet you there
Select your current stage of AI adoption to see how Mirlo Systems helps you move forward with clarity and measurable ROI.
- Stage 01
"We haven't started with AI yet"
Not sure where AI actually fits in your operation. We run a focused audit, show you exactly where it pays off, and build a prioritized roadmap - before you spend on anything.
AI Strategy & AdvisoryAuditRoadmap - Stage 02
"We tried AI and it didn't stick"
A chatbot or off-the-shelf tool didn't hold up in real operations. We rebuild it properly - integrated with your actual systems and tested against real workload, not a controlled test.
Custom AI DevelopmentIntegrationRebuild - Stage 03
"AI is working, we want more of it"
One system is proving out. Now scale it - more coverage, more automation, better reporting - without breaking what's already working.
Workflow AutomationAI Reporting & AnalyticsScale
Industry Common Questions
Common Questions
Yes. Custom AI development covers both internal tooling and AI features shipped inside your own product.
- Can you build AI features directly into our product, not just internal tools?
- Yes. Custom AI development covers both internal tooling and AI features shipped inside your own product.
- How do you handle data security for SaaS companies with enterprise customers?
- We build within your existing security requirements, including SOC 2-aligned practices and strict data isolation.
- Who is Mirlo Systems for in Tech & SaaS?
- Established mid-market and enterprise operators with real operational volume, existing systems, and the budget to partner on production AI — not experimental pilots.
- Do we own the systems you build for our sector?
- Yes. You own the code, prompts, workflows, and access. Mirlo Systems partners on delivery without proprietary lock-in.
- How do we start?
- Get a free assessment. We review your sector workflows, stack, and constraints, then recommend a clear path forward.