From Repetitive Work to Automated Systems

We don’t build prototypes or MVPs. We build real, working automation that your team uses immediately. Our sprint approach delivers functional tools in weeks that handle actual work, not demos that look good in presentations.

Sprint Structure Overview

2-Week or 4-Week Sprints

We offer two focused sprint options: 2-Week Quick Win Sprint ($12K)
  • Build one internal tool that eliminates a major time sink
  • Perfect for testing the approach with immediate ROI
  • Typically saves 20+ hours/week instantly
  • Working tool deployed by end of sprint
4-Week Transformation Sprint ($25K)
  • Build 2-3 connected tools with LLM integration
  • Transform an entire workflow from manual to automated
  • Include initial productization if desired
  • Complete elimination of a repetitive process

Sprint Planning: What Gets Built

Pre-Sprint: The Hit List

Before coding starts, we identify exactly what to automate: The Biggest Time Wasters
  • That research process taking 2 days? Now 15 minutes
  • The report generation eating Fridays? Automated
  • Quality checks taking hours? Real-time validation
  • Data entry across 10 tools? One-click sync
LLM Integration Points
  • Where human judgment seems required (but isn’t)
  • Unstructured data that needs processing
  • Pattern recognition and analysis
  • Content generation and synthesis
Success Criteria
  • Hours saved per week (minimum 20)
  • Tasks fully automated (no human intervention)
  • Error reduction (catch more, fix faster)
  • Team happiness (no more grunt work)

Sprint Execution: Building Fast

Week 1: Core Automation

Days 1-2: Kill the Biggest Pain
  • Map the workflow everyone hates most
  • Build the core automation logic
  • Connect to your existing tools
  • Get basic version working
Days 3-5: Make It Real
  • Handle the edge cases
  • Add error handling
  • Test with actual data
  • Deploy for internal testing

Week 2: Add Intelligence

Days 6-8: LLM Enhancement
  • Add AI for complex decision-making
  • Train on your specific use cases
  • Implement context understanding
  • Handle nuanced scenarios
Days 9-10: Ship and Iterate
  • Deploy to production
  • Train your team (takes minutes)
  • Gather immediate feedback
  • Plan next automation target

Development Approach

Build for Reality, Not Perfection

We focus on what actually matters: The 80/20 Rule
  • Automate the 80% that’s predictable
  • Leave the 20% edge cases for humans (for now)
  • Ship fast, iterate based on usage
  • Perfect is the enemy of done
LLM-First Architecture
  • Use AI where it adds value, not everywhere
  • Context understanding over rigid rules
  • Adaptive systems that learn from use
  • Fallbacks for when AI gets confused

Production-Ready from Day One

No prototypes, only working tools: Immediate Deployment
  • Tools your team uses while we build
  • Real data, real workflows, real results
  • Feedback loops measured in hours, not weeks
  • Continuous improvement based on actual use
Built to Scale
  • Handle your current load and 10x more
  • Security and compliance from the start
  • Integration with your existing stack
  • Documentation your team actually reads

Working Together During Sprints

You’re Involved, Not Overwhelmed

We keep you informed without drowning you in meetings: async Updates That Matter
  • Daily Slack/email: “Here’s what we automated today”
  • Weekly demo: “Look what your tool can do now”
  • Instant alerts: Only if we’re blocked
  • No status meetings about status meetings
Your Team’s Input
  • They test while we build
  • Immediate feedback gets immediate fixes
  • “This would save more time if…” becomes reality
  • They shape the tool they’ll actually use

Sprint Completion

Each sprint ends with results, not reports: What You Get
  • Working tool deployed and in use
  • Hours already saved this week
  • Training (usually takes 10 minutes)
  • Clear ROI calculation
What’s Next
  • Next workflow to automate
  • Additional LLM enhancements
  • Productization opportunities
  • Scaling to more team members

What We Actually Build

Internal Tools That Work

Real automation your team uses daily:
  • Research Aggregators - Pull from 20 sources in seconds
  • Report Generators - Transform data into client-ready docs
  • Quality Checkers - Catch errors before clients do
  • Data Processors - No more copy-paste marathons

LLM Enhancements That Think

AI that handles complexity:
  • Context Understanding - Knows your client’s industry
  • Pattern Recognition - Spots trends humans miss
  • Content Generation - First drafts in your voice
  • Decision Support - Recommendations based on data

Sprint Deliverables

What You Get Every Sprint

Tangible results, not promises: Working Automation
  • Tools in production, being used
  • Hours saved starting immediately
  • Processes eliminated permanently
  • Team freed up for real work
Everything You Need
  • Simple training (if it takes more than 10 minutes, we failed)
  • Integration with your existing tools
  • Support for when things break
  • Clear path to more automation

When Things Change

Flexibility Without Chaos

Your needs change, our sprints adapt: Mid-Sprint Discoveries
  • “We just realized X wastes more time” - We pivot
  • “The team needs Y more urgently” - We adjust
  • “Can it also do Z?” - We scope it
  • “This isn’t working” - We fix it
No Surprise Pricing
  • Sprint price is fixed, scope is flexible
  • Trade-offs clearly communicated
  • Additional sprints for additional features
  • You’re always in control

Success Metrics

What Actually Matters

We measure impact, not activity: Time Saved
  • Hours reclaimed this week
  • Tasks no longer done manually
  • Projects completed faster
  • Weekends no longer worked
Quality Improved
  • Errors caught automatically
  • Consistency across deliverables
  • Faster turnaround times
  • Happier team members

Ready to Eliminate Repetitive Work?

Stop watching your team burn out on grunt work. Our development sprints deliver working automation that saves 20+ hours/week immediately.

Book Your Automation Sprint

Choose our 2-week sprint (12K)or4weeksprint(12K) or 4-week sprint (25K) to build internal tools that free your team. ROI in the first week, guaranteed.