Designing AI software solutions
We design and build production AI software—custom platforms, extensions, and NLP services that turn messy real-world data into clear decisions. SpaCy-powered semantic analysis is our foundation; we layer dashboards, APIs, and multimodal AI where each problem requires it.
SpaCy is our core NLP layer: custom taxonomies, PhraseMatcher, and context-fit scoring—not brittle keyword bots.
Examples: CareerLens AI · SiliconLens
What we build
We design and build production AI software—custom platforms, extensions, and NLP services that turn messy real-world data into clear decisions. SpaCy-powered semantic analysis is our foundation; we layer dashboards, APIs, and multimodal AI where each problem requires it.
Examples of AI solutions we've designed and shipped—not an exhaustive list of everything we build.
Example solution · ResumeSnap
ResumeSnap on Vercel with a SpaCy-powered llm_layer for skills gap—plus Gemini for bullets and a Chrome extension for job posts.
SpaCy: Gap analysis runs on FastAPI + SpaCy with custom skill taxonomy and PhraseMatcher—aligned, context-mismatch, and missing skills.
Example solution · freeLenser
Multi-modal sourcing for PC refurbishers, e-waste recyclers, and hardware flippers—find underpriced GPUs and parts buried in chaotic eBay listings.
SpaCy: SpaCy parses unstructured eBay listing text; YOLO inspects photos; Gemini + RAG writes the flip playbook.
Need a new AI product, internal tool, or NLP service? We scope, design, and ship custom software—not a fixed catalog of two apps. Talk to us about your use case.
How we build
SpaCy is our core NLP layer: custom taxonomies, PhraseMatcher, and context-fit scoring—not brittle keyword bots. Each engagement adds the right surface—extensions, APIs, dashboards, vision, or LLM layers—around that semantic foundation.
Example solution · CareerLens AI
Highlight a job description, analyze skill gaps, and tailor your resume with AI.
Highlights and SpaCy skill gap analysis are always free. Bullet optimization and project suggestions use 3 free AI actions per month.
ResumeSnap dashboard
Highlights and SpaCy skill gap analysis are always free. Bullet optimization and project suggestions use 3 free AI actions per month.
Sign in
GitHub or Google OAuth. New accounts get 3 free AI actions per month for bullet optimization and project ideas.
Live dashboard
Latest highlight syncs from LinkedIn via the extension. Easy Apply applications log automatically while the tab is open.
SpaCy · Analyze skills gap
Keyword lexical match, context fit scores, and columns for aligned, mismatch, in-JD-not-resume (with project clusters), and on-resume-only skills.
GitHub or Google OAuth, onboarding with name + PDF/DOCX upload, and Easy Apply logging on LinkedIn.
Your master resume and session live in Redis—returning users pick up where they left off on ResumeSnap.
Hit Analyze skills gap to compare your resume to the latest highlight. Our SpaCy llm_layer—not keyword overlap alone.
SpaCy runs on the Python llm_layer (Cloud Run / Railway); Gemini optimization uses your monthly AI action credits.
Select text on LinkedIn (extension) or on the dashboard page. Highlights sync to the Latest highlight box in seconds.
Not syncing? Check the service worker console for [ResumeSnap] saved messages—or use production URL, not a protected preview deployment.
The purple banner tracks remaining credits for bullet optimization and project suggestions.
Use SpaCy gap results first (free), then spend AI actions only on rewrites and portfolio ideas that close real gaps.
Gap analysis runs on FastAPI + SpaCy with custom skill taxonomy and PhraseMatcher—aligned, context-mismatch, and missing skills. Gemini handles bullets after SpaCy classifies the gap.
FastAPI · Cloud Run
Custom taxonomy, PhraseMatcher, PDF/DOCX parsing—classifies resume–JD fit into aligned, missing, and context-mismatch.
Vercel · Next.js
ResumeSnap live view, OAuth, Redis, Gemini for bullets & projects after SpaCy gap results.
Manifest V3
Highlight job descriptions on LinkedIn and sync to your live dashboard.
GitHub — CareerLensAI-_V2 · Highlights and SpaCy skill gap analysis are always free. Bullet optimization and project suggestions use 3 free AI actions per month.
SpaCy-first gap analysis, then Gemini tailoring—the open monorepo.
Choose a step to see how it works
Sign in, upload your resume, and capture the job description—from LinkedIn via extension or directly on the page.
Example solution · freeLenser
The computer vision & LLM-powered co-pilot for secondary market hardware flippers.
Multi-modal sourcing for PC refurbishers, e-waste recyclers, and hardware flippers—find underpriced GPUs and parts buried in chaotic eBay listings. Starting with GPUs on eBay—peer-to-peer listings have no barcodes, so SiliconLens reads unstructured text and images instead.
Augmented reality extension
Predict-and-cache pipeline injects native status bars: Evaluating profit → BUY! Click to view Profit Plan, or DON'T BUY — Low Margin. Hover tooltips in 0ms.
Centralized sourcing dashboard
Next.js command center pools highest-ROI deals from open tabs—target, budget filters, and ranked recommendations via WebSockets.
High-speed Go ingestion, SpaCy semantic parsing, YOLO visual inspection, and RAG + Gemini playbooks—no fragile automation bots.
Go
Network-optimized concurrent page polling with instant coarse filtering—no fragile browser bots.
FastAPI + SpaCy
NLP digests dirty listing text—VRAM variants, error behaviors, condition entities—from unstructured eBay copy.
YOLO
Computer vision on thumbnails flags counterfeit shrouds, mining oxidation, and capacitor damage.
RAG + Gemini
Retrieval-augmented repair costs and live resale values produce bulletproof refurbishment playbooks.
Choose a step to see how it works
Scroll listings as SiliconLens evaluates profit in the background—green BUY badges and gray pass indicators appear on each card.
Don't waste hours on forums and spreadsheets—SiliconLens filters noise, calculates silicon arbitrage, and hands you the flip blueprint. Request early access to freeLenser
We design and build production AI software—custom platforms, extensions, and NLP services that turn messy real-world data into clear decisions. SpaCy-powered semantic analysis is our foundation; we layer dashboards, APIs, and multimodal AI where each problem requires it. Examples on this site include CareerLens AI and SiliconLens on freeLenser—we partner on new AI software beyond any single product line.