
ACTIONABLE AI ASSESSMENT
AI should solve business problems—not be deployed for its own sake.
If you’re struggling to figure out if AI proofs of concept actually met target KPIs or how to allocate AI budget for clear ROI, you are not alone. In fact an MIT study recently showed 95% of generative AI pilots are failing.
Leaders just like you are asking:
- What's the best approach if leadership wants immediate AI results?
- How do you determine the highest priority business outcomes to drive with AI?
- Which problems benefit most from AI vs. traditional software solutions?
- How much IT budget should you allocate to AI experimentation and innovation?
- How do you justify AI spending when ROI is unclear?
- How do you measure AI project success?
Cut through the confusion to clarify priorities for smarter spending and confident decision making. Get a 4 week sprint with rapid discovery and analysis, culminating in a concrete proof of concept (POC) proposal to solve a validated, high-value business problem with an AI solution.
We’ll assess your organization’s data, processes, and current reality—and recommend a clear, realistic path forward to achieve AI-enabled cost savings or revenue growth. You’ll be ready to step up with a POC designed to demonstrate early value from AI innovation investments.
ADVANCE ENGINEERING & PRODUCT TEAMS WITH AI
Build quality software faster, with AI that works for your team.
How do you integrate AI tools into existing workflows and team dynamics to increase productivity? What's the right balance for AI tools vs human review? How do you increase AI tool adoption?
We help small teams with limited resources use AI to solve challenging software problems faster so they can drive real business outcomes. Generative AI and agentic coding aren’t magic wands, but they can speed up product validation and software to solve real-world user needs:
- Product managers build throwaway prototypes to speed up validation for a lean team
- Engineers iterate on paths more quickly in double loop software development
- Quickly help customers, speed up routine requests, and enable customer service training
- Power infrastructure for healthcare tech to improve patient response times
- Speed up data access and analysis for busy stakeholders at VC and PE firms
- Optimize and simplify complex SQL queries and other data engineering workflows
We model, teach, and implement leading AI software practices to increase speed without sacrificing quality.


ACCELERATE LEGACY APPS WITH AI
Untangle legacy systems fast with AI, and make them more maintainable.
Are legacy systems not moving as fast as the business needs, but your team can’t dedicate enough time to renovating them?
Our experienced software and product consultants combine AI tools with technical expertise to accelerate legacy software:
- Faster onboarding in legacy apps via AI analysis and documentation
- Accelerate Rails upgrades with AI driven source code changes
- Rapidly identify complexity hotspots in codebases to prioritize improvements
- Automated test suite design and development made even faster to characterize functionality
- Clean up AI slop messes and tech debt (it happens!)
We dive in to clean up the funky stuff, and guide your team on leading practices to avoid creating nightmare codebases in the future. AI tooling is paired with sound judgement from pattern matching across hundreds of clients to make your legacy modernization and Rails upgrades faster, easier, and trustworthy.
Level up software and teams with ai
Pragmatic AI approaches that work
We enable smart investments in AI initiatives, rapid AI product validation, and agentic AI software development—focused on real business goals and customer needs
- Make better decisions with data
- Stop wasting time on AI for AI's sake
- Move faster, without regret
- Never compromise on quality or safety