// work · selected case studies · 17 / 34 public

Things we
shipped.

Every engagement below ended in production code, a measurable outcome, or both. The unsuccessful ones are filed under "honest deprecation" and we'll talk you through them on a call.

What kinds of AI systems has Bina Labs shipped to production? Seventeen public engagements spanning vision and VLM (match-cut detection, construction drawing extraction), AI agents (CX copilots, IT-ticket bots, logistics tendering), data and LLM systems (talk-to-data, marine-insurance risk scoring), and strategy advisory. Four are documented as full case studies; engagements typically run 6 to 9 months and the shipped systems are owned and operated by the client teams.

// filter:
/01
Match Cuts
VISION · VLM · 2025
Auto-generated per-player highlight reels from full football matches.
Sports Media
90 min → 3 min
→
/06
Lloyd Score
DATA · LLM · 2025
Spatial AI for marine insurance. Ghost-fleet simulations quantify near-miss risk from AIS data.
Insurance
AIS-grade safety score
→
/07
Auto-QTO
VISION · VLM · 2025
Hybrid VLM engine extracts quantities from dense 2D construction drawings into a procurement BOM.
Construction
92% symbol recall
→
/09
Caseworker
AI AGENTS · 2025
Decision-support copilot for CX reps. Smart sub-tree LLM, handwriting OCR, full CRM integration.
Customer Support
−47% handle time
→
/02
Field Atlas
DATA · ETL · 2025· on request
ETL platform unifying field operations across an enterprise. Live dashboards, Gantt, automations.
Enterprise PMO
one source of truth
·
/03
Telemetra
DATA · LLM · 2025· on request
Post-flight PCAP analysis. Natural-language queries that emit dynamic plotting scripts.
Aerospace
NL → flight charts
·
/04
Deskline
AI AGENTS · 2025· on request
Teams-native chatbot that opens and manages Jira tickets in plain language.
IT Ops
4× ticket velocity
·
/05
Solo Studio
STRATEGY · ADVISORY · 2025· on request
Vibe-coding accelerator curriculum for solo entrepreneurs shipping with GenAI + Copilot.
Education
30 founders trained
·
/08
Forge Logistics
AI AGENTS · 2025· on request
GNN-driven procurement with risk + price weighting; MARL routing for last-mile dispatch.
Supply Chain
autonomous tendering
·
/10
AskTable
DATA · LLM · 2024· on request
Talk-to-data agent. Vector-RAG over the org ontology, semantic planner, runtime SQL repair.
Enterprise Data
self-healing SQL
·
/11
Reachpoint
VISION · VLM · 2024· on request
Hand-rehab vision system. MAE + Graph-Guided Mamba for 3D reconstruction of fine motor tasks.
MedTech
real-time ROM
·
/12
Priority Pilot
AI AGENTS · 2024· on request
Teams chatbot fronting an ERP. Free-text queries return SKUs, order status, training history.
Manufacturing
−6h/week per ops user
·
/13
Slidekeep
DATA · LLM · 2024· on request
Automation that pulls live technical data into training decks; no more stale screenshots.
L&D
always-current decks
·
/14
Confidential Engine
STRATEGY · ADVISORY · 2024· on request
End-to-end architecture lead for an AI engine: requirements, tech validation, code review, ship.
Stealth
spec → ship
·
/15
Fractional CTO
STRATEGY · ADVISORY · 2024· on request
Embedded advisory for B2B founders putting AI agents into the core of their product.
B2B SaaS
7 portfolios advised
·
/16
Arc Concierge
AI AGENTS · 2024· on request
WhatsApp-native personal agent. Replies to clients, books meetings, edits the calendar.
Productivity
24/7 inbox cleared
·
/17
Northcell PMO
DATA · ETL · 2024· on request
Enterprise data warehouse. Power Automate ingest, central model, exec Gantt for headcount.
Enterprise PMO
SharePoint → Power BI
·
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