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Case Studies

Systems built around real business work.

A closer look at how we design AI agents, workflow automation, SaaS platforms, OCR systems, and digital products that solve practical operating problems — not just impressive demo screens.

AI Agents
Automation
SaaS
OCR
Marketplaces
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How we present work

Problem, build, outcome — clearly shown.

What the client needed

What system we designed

What changed after delivery

Selected Work

Case studies with the real work visible.

Each case study is structured around the business problem, the system we built, the technical domain, measurable outcomes, and a deeper page for visitors who want to understand the work.

LegalTech research pipeline
AI Agents & Intelligent Automation

AI Layer

LegalTech research pipeline

Built an AI-assisted research workflow that cut manual case analysis and citation gathering from hours to minutes.

80%

Faster research

5+

Models orchestrated

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80%

Faster research

5+

Models orchestrated

  • Legal teams were spending most of a day cross-referencing court records, statutes, and case law across disconnected sources.
  • We built a multi-agent research workflow with model orchestration, legal-source integrations, and a production-ready backend that could survive real usage.
  • Research time dropped sharply and the team spent more of its time on analysis and argument quality instead of search loops.
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  • Legal teams were spending most of a day cross-referencing court records, statutes, and case law across disconnected sources.
  • We built a multi-agent research workflow with model orchestration, legal-source integrations, and a production-ready backend that could survive real usage.
  • Research time dropped sharply and the team spent more of its time on analysis and argument quality instead of search loops.
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Retail paper record digitization
Data & Knowledge Systems

Greenfield Build

Retail paper record digitization

Turned months of handwritten inventory and sales records into a searchable system with human review checkpoints.

100%

Paper records removed

Real-time

Branch visibility

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100%

Paper records removed

Real-time

Branch visibility

  • Orders, customer history, and business data were trapped in bill books and paper ledgers, which made search and reporting almost impossible.
  • We replaced paper-heavy workflows with a custom platform and an assistant that could interpret business data in the team's working language.
  • The business moved away from manual record-keeping and finally had a live, searchable view across branches.
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  • Orders, customer history, and business data were trapped in bill books and paper ledgers, which made search and reporting almost impossible.
  • We replaced paper-heavy workflows with a custom platform and an assistant that could interpret business data in the team's working language.
  • The business moved away from manual record-keeping and finally had a live, searchable view across branches.
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EdTech grading dashboard
Workflow Automation

AI Layer

EdTech grading dashboard

Created an automated grading and review workflow for a learning platform handling high student volume.

95%

Grading time removed

Faster

Student feedback cycles

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95%

Grading time removed

Faster

Student feedback cycles

  • Manual grading was eating teacher time and slowing feedback loops for students.
  • We built an automated grading and review workflow that handled repetitive scoring while preserving space for teacher oversight.
  • Most grading time disappeared, and teachers could focus on better feedback instead of repetitive marking.
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  • Manual grading was eating teacher time and slowing feedback loops for students.
  • We built an automated grading and review workflow that handled repetitive scoring while preserving space for teacher oversight.
  • Most grading time disappeared, and teachers could focus on better feedback instead of repetitive marking.
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HIPAA-compliant patient operations platform
Healthcare Technology

Greenfield Build

HIPAA-compliant patient operations platform

Engineered a secure healthcare workflow platform with protected records, audit trails, and role-based access.

98%

Uptime at scale

Secure

Protected record access

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98%

Uptime at scale

Secure

Protected record access

  • The client needed a compliant, reliable way to manage healthcare operations without relying on brittle internal tools.
  • We engineered a secure workflow platform with access controls, auditability, and production-minded infrastructure from the start.
  • They got a system strong enough for real operations instead of a prototype that would need replacing later.
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  • The client needed a compliant, reliable way to manage healthcare operations without relying on brittle internal tools.
  • We engineered a secure workflow platform with access controls, auditability, and production-minded infrastructure from the start.
  • They got a system strong enough for real operations instead of a prototype that would need replacing later.
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Hotel booking optimization layer
AI Agents & Intelligent Automation

AI Layer

Hotel booking optimization layer

Added smarter recommendations and booking workflow automation to an existing hospitality product.

35%

Booking lift

No rebuild

Existing system preserved

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35%

Booking lift

No rebuild

Existing system preserved

  • The booking flow was losing intent because it was not smart enough about recommendations and timing.
  • We layered AI-guided recommendations and booking automation onto the existing product without forcing a full rebuild.
  • Conversion improved and the business captured more value from traffic it already had.
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  • The booking flow was losing intent because it was not smart enough about recommendations and timing.
  • We layered AI-guided recommendations and booking automation onto the existing product without forcing a full rebuild.
  • Conversion improved and the business captured more value from traffic it already had.
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Personality SaaS infrastructure rescue
SaaS Platforms

Legacy Rescue

Personality SaaS infrastructure rescue

Stabilized a shaky production codebase, cleaned deployment issues, and rebuilt the critical workflow path.

98%

Uptime

70%

Faster time-to-insight

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98%

Uptime

70%

Faster time-to-insight

  • The product was suffering from infrastructure and workflow instability that made growth risky.
  • We stabilized the architecture, cleaned the backend path, and restored confidence in the product's production setup.
  • The SaaS became dependable enough to keep scaling instead of forcing the team into constant firefighting.
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  • The product was suffering from infrastructure and workflow instability that made growth risky.
  • We stabilized the architecture, cleaned the backend path, and restored confidence in the product's production setup.
  • The SaaS became dependable enough to keep scaling instead of forcing the team into constant firefighting.
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PRISM document automation pipeline
Workflow Automation

Greenfield Build

PRISM document automation pipeline

Built a document ingestion pipeline that classified, extracted, and routed high-volume records automatically.

Weeks

Backlog cleared fast

Zero

Manual entry ongoing

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Weeks

Backlog cleared fast

Zero

Manual entry ongoing

  • A full-time person was manually transferring data from physical documents into a digital system just to keep two workflows in sync.
  • We built an automated scanning and extraction pipeline that pushed structured data into the existing dashboard without a human in the middle.
  • Backlogs cleared, ongoing manual entry disappeared, and the team could use that capacity elsewhere.
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  • A full-time person was manually transferring data from physical documents into a digital system just to keep two workflows in sync.
  • We built an automated scanning and extraction pipeline that pushed structured data into the existing dashboard without a human in the middle.
  • Backlogs cleared, ongoing manual entry disappeared, and the team could use that capacity elsewhere.
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Local business AI manager
AI Agents & Intelligent Automation

AI Layer

Local business AI manager

Developed an internal assistant for routine operational questions, document lookups, and daily summaries.

70%

Fewer status checks

Daily

Operational summaries

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70%

Fewer status checks

Daily

Operational summaries

  • Managers were wasting time on repetitive lookups, updates, and operational checks that could have been handled automatically.
  • We created an internal assistant that could answer routine business questions, surface data, and summarize what needed attention.
  • Leaders spent less time chasing status and more time making decisions where their judgment mattered.
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  • Managers were wasting time on repetitive lookups, updates, and operational checks that could have been handled automatically.
  • We created an internal assistant that could answer routine business questions, surface data, and summarize what needed attention.
  • Leaders spent less time chasing status and more time making decisions where their judgment mattered.
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Founder workflow SaaS launch
SaaS Platforms

Greenfield Build

Founder workflow SaaS launch

Designed and shipped a full-stack product from zero with admin tooling, billing logic, and a polished user flow.

10 weeks

Launch timeline

Stable

Foundation from day one

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10 weeks

Launch timeline

Stable

Foundation from day one

  • The founders needed to get to market quickly without creating a foundation they would regret later.
  • We handled architecture, delivery, admin tooling, and product flow with launch-readiness in mind from day one.
  • They launched fast, but with a platform that could keep growing instead of demanding an immediate rewrite.
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  • The founders needed to get to market quickly without creating a foundation they would regret later.
  • We handled architecture, delivery, admin tooling, and product flow with launch-readiness in mind from day one.
  • They launched fast, but with a platform that could keep growing instead of demanding an immediate rewrite.
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Autonomous brand audit platform
AI Agents & Intelligent Automation

Greenfield Build

Autonomous brand audit platform

Built a multi-step AI system that turns a single URL into a structured brand audit, audience breakdown, and growth plan.

8 min

Full audit time

100%

Automated output

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8 min

Full audit time

100%

Automated output

  • Brand audits were expensive, inconsistent, and tied to weeks of consultant time.
  • We built a layered autonomous pipeline that takes one URL and returns a structured strategy output with clear growth priorities.
  • An expensive consulting workflow became fast enough to use repeatedly and cheap enough to scale.
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  • Brand audits were expensive, inconsistent, and tied to weeks of consultant time.
  • We built a layered autonomous pipeline that takes one URL and returns a structured strategy output with clear growth priorities.
  • An expensive consulting workflow became fast enough to use repeatedly and cheap enough to scale.
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AI-powered visual marketplace listing tool
AI Agents & Intelligent Automation

AI Layer

AI-powered visual marketplace listing tool

Created a listing assistant that transforms product photos and rough inputs into cleaner, faster marketplace-ready listings.

Minutes

Listing prep time

Higher

Listing consistency

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Minutes

Listing prep time

Higher

Listing consistency

  • Preparing marketplace listings by hand was slow, repetitive, and hard to keep consistent at volume.
  • We built a listing assistant that uses product photos and rough inputs to generate cleaner listings faster.
  • Sellers published more inventory with less repetitive prep work and more consistent listing quality.
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  • Preparing marketplace listings by hand was slow, repetitive, and hard to keep consistent at volume.
  • We built a listing assistant that uses product photos and rough inputs to generate cleaner listings faster.
  • Sellers published more inventory with less repetitive prep work and more consistent listing quality.
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Digital resale marketplace for estate sales
SaaS Platforms

Greenfield Build

Digital resale marketplace for estate sales

Moved a physical estate-sales workflow into a searchable digital resale experience with structured inventory and buyer access.

Digital

Resale workflow

Broader

Buyer reach

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Digital

Resale workflow

Broader

Buyer reach

  • The business depended on physical estate-sale workflows that limited scale and discoverability.
  • We digitized the resale flow into a searchable marketplace with structured inventory and buyer-facing access.
  • The team could operate beyond in-person events and manage inventory through a proper digital system.
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  • The business depended on physical estate-sale workflows that limited scale and discoverability.
  • We digitized the resale flow into a searchable marketplace with structured inventory and buyer-facing access.
  • The team could operate beyond in-person events and manage inventory through a proper digital system.
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AI-powered price identification for used marketplace items
AI Agents & Intelligent Automation

AI Layer

AI-powered price identification for used marketplace items

Built an AI-assisted valuation flow to estimate fair prices for second-hand items before they hit the marketplace.

Faster

Pricing decisions

Better

Listing confidence

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Faster

Pricing decisions

Better

Listing confidence

  • Sellers had no reliable baseline for pricing second-hand items and were losing time to guesswork.
  • We built an AI-supported pricing workflow that estimates likely value before an item is listed.
  • Pricing became faster and more defensible, which helped sellers move inventory with more confidence.
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  • Sellers had no reliable baseline for pricing second-hand items and were losing time to guesswork.
  • We built an AI-supported pricing workflow that estimates likely value before an item is listed.
  • Pricing became faster and more defensible, which helped sellers move inventory with more confidence.
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RPA-based marketplace item upload automation
Workflow Automation

Legacy Rescue

RPA-based marketplace item upload automation

Automated repetitive inventory upload work for marketplace listings with an RPA-style submission pipeline.

Bulk

Upload workflow

Less

Manual re-entry

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Bulk

Upload workflow

Less

Manual re-entry

  • Teams were manually entering the same marketplace item data over and over again across listing workflows.
  • We automated the upload path so structured item data could move into listings without repetitive manual entry.
  • Catalog operations sped up and staff stopped burning hours on repetitive submission tasks.
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  • Teams were manually entering the same marketplace item data over and over again across listing workflows.
  • We automated the upload path so structured item data could move into listings without repetitive manual entry.
  • Catalog operations sped up and staff stopped burning hours on repetitive submission tasks.
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Subscription lifecycle management platform
SaaS Platforms

Greenfield Build

Subscription lifecycle management platform

Built a dashboard for tracking plans, renewals, usage, and spend so teams could act before subscriptions quietly renewed.

Live

Spend visibility

Smarter

Renewal actions

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Live

Spend visibility

Smarter

Renewal actions

  • Subscriptions were being tracked across inboxes, spreadsheets, and memory, which meant missed renewal windows and wasted spend.
  • We created a unified dashboard for plan tracking, usage visibility, and alerts before billing events hit.
  • Teams got control over renewal timing and recovered budget by acting before tools quietly renewed.
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  • Subscriptions were being tracked across inboxes, spreadsheets, and memory, which meant missed renewal windows and wasted spend.
  • We created a unified dashboard for plan tracking, usage visibility, and alerts before billing events hit.
  • Teams got control over renewal timing and recovered budget by acting before tools quietly renewed.
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Autonomous digital twin AI persona system
AI Agents & Intelligent Automation

Greenfield Build

Autonomous digital twin AI persona system

Designed a personalized AI assistant that mirrors a leader's tone, preferences, and communication style for continuity.

24/7

Availability layer

Seconds

Response latency

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24/7

Availability layer

Seconds

Response latency

  • Executives needed a way to stay present in routine communication without losing their own tone and judgment style.
  • We built a personalized persona system that learns voice, preferences, and communication patterns from historical data.
  • Communication continuity improved without flattening everything into a generic assistant tone.
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  • Executives needed a way to stay present in routine communication without losing their own tone and judgment style.
  • We built a personalized persona system that learns voice, preferences, and communication patterns from historical data.
  • Communication continuity improved without flattening everything into a generic assistant tone.
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Enterprise document and department directory platform
Data & Knowledge Systems

Greenfield Build

Enterprise document and department directory platform

Built a secure internal knowledge platform with department-level permissions, document libraries, and AI-assisted retrieval.

Seconds

Document retrieval

RBAC

Secure access

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Seconds

Document retrieval

RBAC

Secure access

  • Documents were scattered across departments, access was messy, and employees had no fast path to accurate internal information.
  • We created a workspace-based document and directory platform with role permissions and an AI layer for source-aware answers.
  • Knowledge lookup dropped from a slow support burden to a fast self-serve workflow.
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  • Documents were scattered across departments, access was messy, and employees had no fast path to accurate internal information.
  • We created a workspace-based document and directory platform with role permissions and an AI layer for source-aware answers.
  • Knowledge lookup dropped from a slow support burden to a fast self-serve workflow.
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Crypto prediction and community ranking platform
SaaS Platforms

Greenfield Build

Crypto prediction and community ranking platform

Shipped a gamified Web3 product where users submit predictions, earn scores, and build reputation through accuracy.

Daily

Engagement loop

Live

Leaderboard scoring

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Daily

Engagement loop

Live

Leaderboard scoring

  • Community influence was driven more by volume than accuracy, with no transparent way to build reputation through performance.
  • We built a prediction platform with scoring, ranking, and repeat participation loops tied to real outcomes.
  • The product created an incentive structure where accuracy drove recognition and ongoing engagement.
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  • Community influence was driven more by volume than accuracy, with no transparent way to build reputation through performance.
  • We built a prediction platform with scoring, ranking, and repeat participation loops tied to real outcomes.
  • The product created an incentive structure where accuracy drove recognition and ongoing engagement.
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Doctor discovery and appointment booking platform
Healthcare Technology

Greenfield Build

Doctor discovery and appointment booking platform

Built a healthcare marketplace for browsing doctors, comparing profiles, and booking available appointments in real time.

Real-time

Availability

Less

Booking friction

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Real-time

Availability

Less

Booking friction

  • Patients had no streamlined way to find available doctors and complete bookings without phone-based coordination.
  • We built a doctor marketplace with profiles, availability windows, and real-time booking workflows.
  • Discovery and scheduling became much easier for patients and less admin-heavy for providers.
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  • Patients had no streamlined way to find available doctors and complete bookings without phone-based coordination.
  • We built a doctor marketplace with profiles, availability windows, and real-time booking workflows.
  • Discovery and scheduling became much easier for patients and less admin-heavy for providers.
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ML-based property price prediction engine
Data & Knowledge Systems

Greenfield Build

ML-based property price prediction engine

Developed a valuation model using historical property and location data to guide pricing decisions.

ML

Price estimates

Better

Negotiation confidence

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ML

Price estimates

Better

Negotiation confidence

  • Property pricing decisions were being made with incomplete context, which increased mispricing and uncertainty.
  • We trained a valuation model on historical transaction, location, and property attributes to estimate likely prices.
  • Users got a more objective baseline before negotiating or listing property.
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  • Property pricing decisions were being made with incomplete context, which increased mispricing and uncertainty.
  • We trained a valuation model on historical transaction, location, and property attributes to estimate likely prices.
  • Users got a more objective baseline before negotiating or listing property.
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