Engineering teams
Claude Code Masterclass
Build practical Claude Code skills, connect your tools, and establish governed, repeatable engineering workflows.
- Tools, integrations, and AIDLC
- Skills, automation, and team adoption
From Idea to Intelligent Execution
End-to-end AI engineering for enterprises and private equity.
From strategy to production: end-to-end AI engineering for enterprises and private equity, built to be governed, explainable, and ready to scale
Member of the Claude Partner Network
We design, ship, and train teams on production Claude systems, with training and technical support from Anthropic's partner program.
Trusted by
Leading companies worldwide
Services
What we do
What We Build
How We Connect It
Where We Apply It
Agentic AI Systems
Multi-step workflowsTool useHuman-in-the-loop
We design and deploy multi-agent architectures that decompose complex tasks, invoke tools and APIs, and operate with built-in human oversight at every decision point.
Best for
Operations automationResearch pipelinesDocument processing
Deliverables
- Agent workflow architecture and orchestration design
- Tool and API integration layer
- Monitoring, fallback, and escalation logic
What We Build
We design and deploy multi-agent architectures that decompose complex tasks, invoke tools and APIs, and operate with built-in human oversight at every decision point.
Best for
Operations automationResearch pipelinesDocument processing
Deliverables
- Agent workflow architecture and orchestration design
- Tool and API integration layer
- Monitoring, fallback, and escalation logic
How We Connect It
Where We Apply It
For Private Equity
AI engineering across the deal lifecycle
From diligence to exit, we work as an embedded AI partner for funds and their portfolio companies, vetting claims before the deal and shipping systems after it.
01
AI Due Diligence
Validate a target's AI claims against impact, feasibility, technical constraints, and data scalability before the deal closes.
- Claims vetted against data and scale constraints
- Risk-weighted use-case assessment matrix
- Build-vs-buy and barrier-to-entry analysis
02
Value Creation
Post-acquisition, diligence findings become shipped systems: prioritized use cases, POCs, and production builds tied to the P&L.
- AI roadmap prioritized by impact vs feasibility
- POC-to-production execution
- KPIs in man-hours and cost-to-serve
03
Portfolio Enablement
Roll AI capability across the portfolio with competency building, governance frameworks, and structured change management.
- Workshops for engineering, knowledge, and product teams
- Governance aligned with NIST AI RMF
- AI champions in every function
04
Embedded Engineering
End-to-end engineering inside portfolio companies. We design, build, and operate agentic, voice, and document AI systems.
- Agentic systems, voice AI, and document intelligence
- Monitoring, fallback, and escalation built in
- Round-the-clock developer coverage
Book a diligence call
Deal-tested with growth equity firms and their portfolio companies. Member of the Claude Partner Network.
AI Enablement
Build the AI capability your team needs
Practical workshops for engineering, knowledge, and product teams. Find the program that fits the work your team does every day.
Knowledge teams
Claude Cowork Masterclass
Turn files, documents, and business tools into working Cowork workflows, with practical governance and no terminal required.
- Projects, connectors, and skills
- Hands-on business workflows
Product teams
AI-Native Product Management
Use AI across evidence, decisions, prototypes, and measurement while keeping ownership of product judgment.
- Six AI roles across the product workflow
- Workflow map and take-home prompt library
Let's find the right workshop for your team. Book a call with Ankit or email us.
Work
Previous Work
Engagements where research-grade models shipped as production systems solving real operational problems.
01LLM Systems
LLM-Powered Course Search
A global e-learning platform's keyword search couldn't read learner intent, and 42% of searches were abandoned. We rebuilt discovery around LLM query understanding, vector search, and a course knowledge graph serving 3M+ learners across 50,000+ courses.
- Search relevance up from 23% to 78%
- Search abandonment cut from 42% to 9%
- Live in 12+ languages with sub-200ms responses
02LLM Optimization
Reflective Prompt Optimization
Manual prompt tuning is slow, subjective, and doesn't survive model changes. Our Genetic Pareto (GEPA) system evolves prompts against labeled examples: multi-judge evaluation scores every candidate, and feedback-driven reflective mutation rewrites it. Currently customized for a healthcare services provider, and adaptable to any domain.
- Feedback-driven mutation, not random search
- Multi-judge scoring across model families
- Full lineage and evaluation traces for every prompt
03Document AI
Provenance-First Document AI
Extraction from complex Excel workbooks, PDFs, and decks: K-1 tax forms, credit agreements spanning multiple fund facilities and amendments, and dense reporting packs. Every extracted value carries provenance, so curators and stakeholders verify the audit trail instead of trusting the model.
- Highlights the exact source region in PDFs and scans
- Cell-level lineage and calculations in Excel
- Custom models and algorithms, proven across clients and document types
04Machine Translation
Rare-Language Machine Translation
End-to-end translation of course content into extremely low-resource languages, with evaluation built in. Foundation-model pipelines translate, and COMET, MetricX, GEMBA V2, and tagged-span annotation score every output, giving curators insight instead of blind trust.
- Oromo, Hausa, Hmong, Karen, Kinyarwanda, Kirundi, Marshallese, Tigrinya
- Translation quality scored, annotated, and surfaced to curators
- WMT25 research productionized for enterprise use
Testimonials
What clients say
Proof that strategy and execution can move fast without cutting corners.
Aaron Bridges
CTO and Co-Founder, OpenSesame
"
RealAization has been an invaluable partner in OpenSesame's journey to harness the transformative potential of Generative AI. Ankit Agarwal and his team helped us define our AI strategy, collaborating closely to create a comprehensive roadmap including prioritized projects and reference architectures.
Their deep expertise in AI truly stood out as we moved from strategy to execution. Our first project together was a major success with stakeholders, delivering new capabilities that opened additional opportunities and saved hundreds of hours of manual work.
We continue to collaborate on cutting-edge Gen AI initiatives that are enhancing our operational efficiency and product capabilities. RealAization is a trusted, forward-thinking partner, and we're excited to keep pushing boundaries together.
View on LinkedInClient Impact Highlights
Outcomes across teams and industries
OpenSesame
- Developed multiple Gen AI use cases focused on internal efficiency and productivity gains
- First Gen AI tool saved over 350 hours of curation work within the first month
- Delivered a clear AI roadmap aligned with market demand and long-term innovation strategy
Docupace
- Supported enhanced product innovation initiatives
- Strengthened funding readiness through AI-driven strategic insights
TIDAL
- Enabled Gen AI integration into product development workflows
- Contributed to building a more innovation-driven organization
VALD Health
- Delivered cost-efficient acquisition insights
- Provided leadership clarity and strategic negotiation advantages
FTV Capital
- Unlocked transformational value through AI analysis
- Delivered actionable insights to support investment decisions
Global ReachBuilding AI Solutions
Building AI Solutions
Globally
We ship code and systems that scale to the world, trusted by enterprises, private equity firms, and their portfolio companies.
25+
Companies Served
24/7
Developer Coverage
7
Global Hubs
FAQ
Common Questions
Everything you need to know about our process and technology.
Ready to realize
your vision?
We help founders build AI-native products. Schedule a call to discuss your roadmap.
Book a call
Contact us at hello@realaization.com