Blog

Tutorials, guides, and deep dives on computer vision, AI image processing, and building with REST APIs.

Remove Video Background in Python with an API
Tutorial

Remove Video Background in Python with an API

Remove a video background in Python: extract frames with ffmpeg, cut out each one with an API, and rebuild a transparent WebM or a new MP4. Tested code.

Read article
Face Swap in Python: Batch Swap One Face onto Templates
Tutorial

Face Swap in Python: Batch Swap One Face onto Templates

Face swap in Python with an API: swap one selfie onto a folder of template images in parallel, skip images with no face, and save every result to disk.

Read article
Clarifai NSFW API Alternative: Migrate in Python
Guide

Clarifai NSFW API Alternative: Migrate in Python

The Clarifai API host no longer resolves. Map its nsfw-recognition and moderation concepts to a live NSFW API with tested Python code and real results.

Read article
Best Discord NSFW Bots to Block Explicit Images (2026)
Guide

Best Discord NSFW Bots to Block Explicit Images (2026)

Compare 4 Discord NSFW filter bots that detect and delete explicit images, GIFs and videos, plus how to build your own with an API and Python.

Read article
Photoroom API Pricing per Image and a Lower-Cost Alternative
Guide

Photoroom API Pricing per Image and a Lower-Cost Alternative

Photoroom's remove background API costs $0.02 per image, $0.10 on Plus. See how it compares to Clipdrop, plus a drop-in Python alternative.

Read article
Kairos and Betaface API Alternative: Drop-in Python Code
Guide

Kairos and Betaface API Alternative: Drop-in Python Code

Kairos moved to identity verification and the public Betaface API is down. Replace enroll, recognize and verify with drop-in Python code, tested live.

Read article
Group Photos by Face in Python: One Album per Person
Guide

Group Photos by Face in Python: One Album per Person

Group photos by face in Python: detect every face, match it in a face repository and sort a photo library into one album per person. Real results inside.

Read article
Blur Faces in Photos Automatically with Python (GDPR)
Guide

Blur Faces in Photos Automatically with Python (GDPR)

Blur faces automatically in Python: detect every face with one API call, pixelate it with Pillow and strip GPS data. Batch script and GDPR tips included.

Read article
face-api.js Alternative: Face Recognition in Node.js
Guide

face-api.js Alternative: Face Recognition in Node.js

face-api.js has not shipped a release since 2020. Replace it with a face recognition API in Node.js: detection, comparison and FaceMatcher-style search, tested.

Read article
Find Event Photos by Selfie with a Face Search API
Guide

Find Event Photos by Selfie with a Face Search API

Let guests find their event photos with one selfie: index every photo with a face search API and return each guest's matches in Python. Real results inside.

Read article
Detect Duplicate Accounts with a Face Search API
Guide

Detect Duplicate Accounts with a Face Search API

Stop multi-accounting and bonus abuse at signup: search each new selfie in a face index and flag repeat users. Python code, real similarity scores, GDPR notes.

Read article
NSFW Filter for AI-Generated Images: Check Before You Show
Guide

NSFW Filter for AI-Generated Images: Check Before You Show

Add an NSFW filter to AI-generated images: moderate every output before display, apply a per-category policy, retry blocked seeds and log decisions in Python.

Read article
Can AI Make Transparent PNGs? Gemini, ChatGPT, Grok
Guide

Can AI Make Transparent PNGs? Gemini, ChatGPT, Grok

Gemini (nano banana), Grok and Midjourney give you a painted checkerboard, not real transparency. See which tools can, and how to get a true transparent PNG.

Read article
Best Age Verification APIs in 2026: Pricing Compared
Guide

Best Age Verification APIs in 2026: Pricing Compared

Compare age verification APIs in 2026: facial age estimation vs ID checks, liveness, cost at 10,000 checks a month, and a Python age gate with a safety buffer.

Read article
NSFW Video and GIF Moderation with Python and an API
Guide

NSFW Video and GIF Moderation with Python and an API

Moderate video and GIF uploads for NSFW content in Python: sample frames with ffmpeg, score them with an API, aggregate per category, stop early to save calls.

Read article
Clipdrop API Pricing in 2026 and a Cheaper Alternative
Guide

Clipdrop API Pricing in 2026 and a Cheaper Alternative

Clipdrop's remove background API costs $0.144 to $0.50 per image in credit packs. See its docs, limits and a drop-in alternative at $0.0013 per image.

Read article
remove.bg API Shutting Down: Migrate Your Code in 10 Minutes
Guide

remove.bg API Shutting Down: Migrate Your Code in 10 Minutes

The remove.bg API stops on 1 December 2026. Map every parameter to a new API, swap one function, and keep background removal running in production.

Read article
Best Face Recognition & Comparison APIs in 2026 (Pricing)
Guide

Best Face Recognition & Comparison APIs in 2026 (Pricing)

Compare face recognition APIs in 2026: face comparison (1:1), face search (1:N), free tiers, cost at 10,000 calls a month, and which APIs went offline.

Read article
Marketplace Content Moderation: Automate Product Listings
Guide

Marketplace Content Moderation: Automate Product Listings

Automate product listing moderation on an e-commerce marketplace: screen seller images with a content moderation API, then approve, review or reject in Python.

Read article
Marketplace Product Image Pipeline: Moderate, Clean, Tag
Guide

Marketplace Product Image Pipeline: Moderate, Clean, Tag

Process seller-uploaded product images for a marketplace with three APIs in one Python pipeline: screen for prohibited content, remove the background, and auto-tag for search.

Read article
Content Moderation API: Screen Uploads Across Risk Categories
Guide

Content Moderation API: Screen Uploads Across Risk Categories

Screen user-uploaded images for nudity, violence, drugs, and more with a content moderation API. Build a per-category policy engine and an allow/review/block flow in Python.

Read article
High-Volume Background Removal API for Product Catalogs
Guide

High-Volume Background Removal API for Product Catalogs

Integrate a background removal API into your product catalog pipeline: concurrent batches, white backgrounds, square catalog images. Tested Python code.

Read article
Add eKYC to Your SaaS: Selfie-to-ID Face Verification API
Guide

Add eKYC to Your SaaS: Selfie-to-ID Face Verification API

Build an eKYC onboarding step that matches a user's selfie to their ID document. Combines a face comparison API and an OCR API, with Python and a decision flow.

Read article
Extract PDF Tables in 2026: Hybrid OCR + LLM Beats GPT-4o Vision
Guide

Extract PDF Tables in 2026: Hybrid OCR + LLM Beats GPT-4o Vision

Vision LLMs hallucinate codes on invoices. Pure OCR loses structure. Live-tested hybrid pipeline (OCR + GPT-4o-mini) wins at 4x lower cost and 100% accuracy.

Read article
Free PDF OCR API: Extract Text from Scanned PDFs (No Setup)
Tutorial

Free PDF OCR API: Extract Text from Scanned PDFs (No Setup)

Extract text from scanned PDFs with a free OCR API. No Tesseract install, no Poppler, no model setup. One API key, one HTTP request, real text back.

Read article
PDF OCR in Python: Extract Text from Scanned PDFs in 5 Lines
Tutorial

PDF OCR in Python: Extract Text from Scanned PDFs in 5 Lines

Extract text from a scanned PDF in 5 lines of Python with an OCR API. Multi-page support, no Tesseract install, no model setup. Working code you can copy-paste.

Read article
Photo to Anime: API vs AnimeGAN v2/v3 (Open Source)
Guide

Photo to Anime: API vs AnimeGAN v2/v3 (Open Source)

Compare a cloud photo to anime API with AnimeGAN v2 and v3 open source. Same portrait, premium styles, benchmarks, Python code, and honest results.

Read article
Emotion Detection: Face Analyzer API vs DeepFace
Guide

Emotion Detection: Face Analyzer API vs DeepFace

Compare a cloud face analysis API with DeepFace open source for emotion detection. Side-by-side tests on 3 images, accuracy results, and code examples.

Read article
NudeNet v3 in Python: Tested vs an NSFW Detection API
Guide

NudeNet v3 in Python: Tested vs an NSFW Detection API

NudeNet v3 in Python: install it, run NudeDetector, censor and batch images, then compare it with a cloud NSFW detection API on the same photos.

Read article
Face Recognition Attendance System with REST API (Python)
Tutorial

Face Recognition Attendance System with REST API (Python)

Build a face recognition attendance system in Python using a REST API for face detection and comparison. Step-by-step tutorial with Flask source code.

Read article
Extract Text from Screenshots with an OCR API
Tutorial

Extract Text from Screenshots with an OCR API

Learn to extract text from screenshots using the OCR Wizard API in Python. Handle dense text, tables, and multi-language content with accurate OCR results.

Read article
Build a Face-Based Age Verification System with API
Tutorial

Build a Face-Based Age Verification System with API

Learn how to build a face-based age verification system using the Face Analyzer API in Python. Comply with age-gate regulations for ecommerce and delivery apps.

Read article
Face Matching in 5 Lines of Python: Detect, Encode, Compare
Deep Dive

Face Matching in 5 Lines of Python: Detect, Encode, Compare

How face matching works under the hood and how to implement it in 5 lines of Python. Covers face detection, embedding vectors, and similarity comparison with real test results.

Read article
Tesseract is Dead. The OCR API That Replaced 500 Lines of Setup with 3.
Guide

Tesseract is Dead. The OCR API That Replaced 500 Lines of Setup with 3.

We ran Tesseract and an OCR API on the same image. Tesseract returned nothing. The API extracted every word. Here is why developers are switching.

Read article
How I Built a Photo Editing SaaS with Zero ML Code (Just 1 API)
Tutorial

How I Built a Photo Editing SaaS with Zero ML Code (Just 1 API)

12 AI features, one API key, zero GPU. A complete SaaS architecture with Lambda, credits system, and a 16x margin on every request.

Read article
ID Card to JSON in 10 Lines of Python: OCR API + GPT-4o mini
Tutorial

ID Card to JSON in 10 Lines of Python: OCR API + GPT-4o mini

Extract structured data (name, DOB, document number, expiry) from any ID card worldwide using an OCR API and GPT-4o mini. Python tutorial with cost comparison vs AWS Textract AnalyzeID.

Read article
RF-DETR vs YOLO vs Cloud API: Which Should You Actually Use in 2026?
Guide

RF-DETR vs YOLO vs Cloud API: Which Should You Actually Use in 2026?

We ran RF-DETR, YOLOv11, and a Cloud Object Detection API on the same image. Here are the real numbers on speed, accuracy, and cost.

Read article
Restore Old Photos with AI APIs: Colorize and Fix Faces
Tutorial

Restore Old Photos with AI APIs: Colorize and Fix Faces

Combine Image Colorization and Face Restoration APIs to restore old photos programmatically. Python code, before/after results, and batch processing.

Read article
Best NSFW Image Detection APIs 2026: Free + Paid Compared
Guide

Best NSFW Image Detection APIs 2026: Free + Paid Compared

Compare the best NSFW image detection and moderation APIs in 2026: free tier options, categories, confidence scores, and Python code, side by side.

Read article
How to Blur NSFW Content in Images with Python
Tutorial

How to Blur NSFW Content in Images with Python

Step-by-step Python tutorial to detect and blur NSFW regions in images using an AI moderation API and Pillow. Complete working code included.

Read article
Build a Discord NSFW Moderation Bot with Python
Tutorial

Build a Discord NSFW Moderation Bot with Python

Python tutorial to build a Discord bot that detects and removes NSFW images automatically. Complete code using discord.py and an AI content moderation API.

Read article
rembg vs Cloud API for Background Removal: How to Choose
Guide

rembg vs Cloud API for Background Removal: How to Choose

Compare rembg and transparent-background to a cloud background removal API. Side-by-side results, benchmarks, and code examples.

Read article
YOLO vs Cloud API for Object Detection: How to Choose
Guide

YOLO vs Cloud API for Object Detection: How to Choose

Compare YOLO and Cloud Object Detection APIs on setup, cost, latency, and scalability. Side-by-side code examples to help you choose.

Read article
Transparent Background PNG: Create Image Cutouts with an API
Tutorial

Transparent Background PNG: Create Image Cutouts with an API

Create transparent background PNGs with a background removal API. Covers edge quality, batch processing, and code examples in Python and JavaScript.

Read article
AI PDF OCR API: Extract Text from Scanned Documents (Python)
Tutorial

AI PDF OCR API: Extract Text from Scanned Documents (Python)

Extract text from scanned PDFs and documents with an AI OCR API. Multi-page support, Python and JavaScript code examples, page-range control for large files.

Read article
Face Swap a Video with Python and an API: Tutorial
Tutorial

Face Swap a Video with Python and an API: Tutorial

Python tutorial for face swapping in videos. Extract frames with ffmpeg, swap faces with an AI API, and reassemble the video with optimization tips.

Read article
Best OCR APIs — Why Open-Source Falls Short for Devs
Guide

Best OCR APIs — Why Open-Source Falls Short for Devs

Compare Tesseract, EasyOCR, and PaddleOCR against a managed OCR API. Benchmarks on handwritten and printed text show when an API is worth it.

Read article
Face Swap & Replacement API: Examples and Code (Python)
Guide

Face Swap & Replacement API: Examples and Code (Python)

Working examples of a face swap API in Python and JavaScript. How the endpoint works, request parameters, image format, and complete code you can copy-paste.

Read article
Best Background Removal APIs in 2026: Pricing Compared
Guide

Best Background Removal APIs in 2026: Pricing Compared

Compare background removal APIs in 2026: cost per image at 10,000 images a month, free tiers, and what the remove.bg API shutdown means for your app.

Read article
KYC Selfie Verification with a Face Comparison API
Tutorial

KYC Selfie Verification with a Face Comparison API

Check a KYC selfie against an ID photo with a face comparison API. Python code and real results, plus profile verification and fraud prevention.

Read article
Face Comparison API: Match and Verify Two Faces in Python
Tutorial

Face Comparison API: Match and Verify Two Faces in Python

Compare two faces with a face comparison API: match a selfie to an ID photo in Python, cURL or JavaScript and turn the response into a clear verify decision.

Read article
Landmark Detection API: Identify + GPS Coordinates in Photos
Tutorial

Landmark Detection API: Identify + GPS Coordinates in Photos

Identify landmarks in photos and get GPS coordinates with an AI API. Python and JavaScript code for landmark recognition, geolocation, and image analysis.

Read article
How to Restore Old Photos with a Face Restoration API
Tutorial

How to Restore Old Photos with a Face Restoration API

Learn how to enhance old photos and restore faces using a Face Restoration API. Single-endpoint workflow with cURL, Python, and JavaScript code examples.

Read article
Emotion Detection & Sentiment Analysis API: A Developer's Guide
Tutorial

Emotion Detection & Sentiment Analysis API: A Developer's Guide

Integrate an emotion detection and sentiment analysis API into your apps. Covers emotion, personality, and communication style endpoints.

Read article
Auto-Tag Images with an AI Labeling API
Tutorial

Auto-Tag Images with an AI Labeling API

Learn how to auto-tag images with an AI image labeling API. Step-by-step tutorial with cURL, Python, and JavaScript examples for automated content categorization.

Read article
How to Remove Image Backgrounds with an API
Tutorial

How to Remove Image Backgrounds with an API

Remove image backgrounds with a REST API in Python, cURL, or JavaScript. One call for a transparent PNG, plus white, blurred, and gradient backgrounds, with verified code.

Read article
Detect Brand Logos in Images with a Logo Detection API
Tutorial

Detect Brand Logos in Images with a Logo Detection API

Detect brand logos in images with a logo detection API. Covers brand monitoring, counterfeit detection, and sponsorship tracking with code examples.

Read article
Image to Text API: Extract Text from Photos with Code Examples
Guide

Image to Text API: Extract Text from Photos with Code Examples

Learn how to convert images to text using an OCR API. Covers handwriting recognition, document scanning, and integration examples in cURL, Python, and JavaScript.

Read article
Building a Face Detection App with a REST API
Tutorial

Building a Face Detection App with a REST API

Step-by-step tutorial for building a face detection application using a REST API. Includes cURL, Python, and JavaScript code examples with the Face Analyzer API.

Read article
How to Swap Faces in Images with an AI API
Tutorial

How to Swap Faces in Images with an AI API

Step-by-step guide to using a Face Swap API for realistic face swapping, face detection, and face enhancement. Includes cURL, Python, and JavaScript examples.

Read article
How to Generate AI Images with an API
Tutorial

How to Generate AI Images with an API

Generate AI images programmatically with an API. Covers text-to-image generation, inpainting, and integration examples in cURL, Python, and JavaScript.

Read article
Automate Content Moderation with NSFW Detection
Use Case

Automate Content Moderation with NSFW Detection

Learn how to use an NSFW detection API to automate content moderation at scale. Includes cURL, Python, and JavaScript examples plus real-world use cases.

Read article
How to Detect Objects in Images Using AI
Tutorial

How to Detect Objects in Images Using AI

Step-by-step tutorial on using an object detection API to identify and locate objects in images. Includes cURL, Python, and JavaScript code examples.

Read article
Photo to Anime & Cartoon API: AI Style Transfer with Python
Tutorial

Photo to Anime & Cartoon API: AI Style Transfer with Python

Transform photos into anime, cartoon, sketch, and Ghibli styles with an AI style transfer API. Python and JavaScript code examples, no setup or training.

Read article
A Developer's Guide to Image Colorization APIs
Deep Dive

A Developer's Guide to Image Colorization APIs

Deep dive into image colorization APIs: how they work, code examples in cURL, Python, and JavaScript, plus best practices for restoring black-and-white photos.

Read article