BookWyrm.ai
@bookwyrm-ai.bsky.social
Hi, we're BookWyrm, a tech start-up from Ireland. BookWyrm is an API and Python SDK for automating repetitive tasks that hinder productivity in the workplace. Learn more at https://bookwyrm.ai
Want to implement AI that adds value, and you can measure success? Can't see the value in a chatbot?
Cybernetic Taylorism is for you - bookwyrm.ai/blog/genai-f...
#automation #WorkflowAutomation
Cybernetic Taylorism is for you - bookwyrm.ai/blog/genai-f...
#automation #WorkflowAutomation
When does GenAI work for business?
The approaches that have been most often successful take existing workflows and try to redesign them to incorporate generative AI to improve throughput. The key is that business processes have to be d...
bookwyrm.ai
December 15, 2025 at 1:02 PM
Want to implement AI that adds value, and you can measure success? Can't see the value in a chatbot?
Cybernetic Taylorism is for you - bookwyrm.ai/blog/genai-f...
#automation #WorkflowAutomation
Cybernetic Taylorism is for you - bookwyrm.ai/blog/genai-f...
#automation #WorkflowAutomation
Building an agentic pipeline? We're offering free co-design services.
We'll help map your workflow (automation, enrichment, RAG) & solve a specific data problem. If your use case needs a component we don't have, we'll build it.
Book a call with our CEO, Gavin:
We'll help map your workflow (automation, enrichment, RAG) & solve a specific data problem. If your use case needs a component we don't have, we'll build it.
Book a call with our CEO, Gavin:
A free co-design service to help you build AI pipelines that deliver business value
We're offering a free co-design workshop to help startups and businesses build reliable AI pipelines that turn messy data into high-quality outcomes. Schedule your free kick-off chat today!
bookwyrm.ai
December 12, 2025 at 9:45 PM
Building an agentic pipeline? We're offering free co-design services.
We'll help map your workflow (automation, enrichment, RAG) & solve a specific data problem. If your use case needs a component we don't have, we'll build it.
Book a call with our CEO, Gavin:
We'll help map your workflow (automation, enrichment, RAG) & solve a specific data problem. If your use case needs a component we don't have, we'll build it.
Book a call with our CEO, Gavin:
BookWyrm automates library cataloguing with structured extraction.
Define a Pydantic model (MARC, Dublin Core, or custom), then extract metadata from PDFs/scans in seconds.
Type-safe JSON output, CLI & Python Client based.
bookwyrm.ai/library-automation
Define a Pydantic model (MARC, Dublin Core, or custom), then extract metadata from PDFs/scans in seconds.
Type-safe JSON output, CLI & Python Client based.
bookwyrm.ai/library-automation
Automated Cataloguing: Turn Digital Stacks into Structured Archives | BookWyrm
Libraries and archives spend thousands of hours manually entering metadata. BookWyrm's structured summarization automates this, extracting standardized records from scanned texts, PDFs, and articles…
bookwyrm.ai
December 12, 2025 at 6:45 PM
BookWyrm automates library cataloguing with structured extraction.
Define a Pydantic model (MARC, Dublin Core, or custom), then extract metadata from PDFs/scans in seconds.
Type-safe JSON output, CLI & Python Client based.
bookwyrm.ai/library-automation
Define a Pydantic model (MARC, Dublin Core, or custom), then extract metadata from PDFs/scans in seconds.
Type-safe JSON output, CLI & Python Client based.
bookwyrm.ai/library-automation
Our structured summary endpoint turns PDFs -> JSON using Pydantic models. Automate workflows, update systems, save dev time & impact company bottom-line. Pick your model size (cheap/simple or powerful/complex).
Read the docs to see how:
Read the docs to see how:
Overview - BookWyrm Client
Python client library for the BookWyrm API
bookwyrm-client.readthedocs.io
December 11, 2025 at 9:08 PM
Our structured summary endpoint turns PDFs -> JSON using Pydantic models. Automate workflows, update systems, save dev time & impact company bottom-line. Pick your model size (cheap/simple or powerful/complex).
Read the docs to see how:
Read the docs to see how:
We also offer consultancy services.
Achieve bottom-line value from AI. Focus on workflow redesign (not just deploy tools) for back-office automation, invoice processing, and customer service. Get in touch for a free workflow audit workshop.
bookwyrm.ai/consulting
#aiconsulting
Achieve bottom-line value from AI. Focus on workflow redesign (not just deploy tools) for back-office automation, invoice processing, and customer service. Get in touch for a free workflow audit workshop.
bookwyrm.ai/consulting
#aiconsulting
AI Consulting Services - Achieve Bottom-Line Value from AI | BookWyrm
Strategic AI consulting to help you implement business process automation workflows. Free your employees from manual tasks and save on business process outsourcing. Get a free workflow audit workshop.
bookwyrm.ai
December 11, 2025 at 8:08 PM
We also offer consultancy services.
Achieve bottom-line value from AI. Focus on workflow redesign (not just deploy tools) for back-office automation, invoice processing, and customer service. Get in touch for a free workflow audit workshop.
bookwyrm.ai/consulting
#aiconsulting
Achieve bottom-line value from AI. Focus on workflow redesign (not just deploy tools) for back-office automation, invoice processing, and customer service. Get in touch for a free workflow audit workshop.
bookwyrm.ai/consulting
#aiconsulting
Reposted by BookWyrm.ai
At bookwyrm.ai we've been performing experiments in Neural-symbolic programming and we're getting amazing results. Generative AI driven by both specification and formal verification.
December 11, 2025 at 7:34 AM
At bookwyrm.ai we've been performing experiments in Neural-symbolic programming and we're getting amazing results. Generative AI driven by both specification and formal verification.
Want to see BookWyrm in action? Join our Discord server and ask for a demo. We'll hop in a voice channel, show you the endpoints live, and answer your questions.
bookwyrm.ai
#agenticworkflow #aidata
bookwyrm.ai
#agenticworkflow #aidata
BookWyrm: Agentic Workflows API | AI Workflows Automation & RAG Pipeline
BookWyrm enables agentic workflows with automated data extraction from PDFs, Excel & docs. Build AI workflows automation and RAG pipelines with automatic data extraction. Join the beta.
bookwyrm.ai
December 10, 2025 at 9:41 PM
Want to see BookWyrm in action? Join our Discord server and ask for a demo. We'll hop in a voice channel, show you the endpoints live, and answer your questions.
bookwyrm.ai
#agenticworkflow #aidata
bookwyrm.ai
#agenticworkflow #aidata
Automated business reporting pipeline:
1. Extract & process docs > phrasal chunks (docs turned into AI-ready data)
2. Index in Pinecone/vector DB
3. Query with cite endpoint > get answers with citations & quality scores
Provide answers grounded in truth.
bookwyrm.ai/reporting
1. Extract & process docs > phrasal chunks (docs turned into AI-ready data)
2. Index in Pinecone/vector DB
3. Query with cite endpoint > get answers with citations & quality scores
Provide answers grounded in truth.
bookwyrm.ai/reporting
Automated Reporting: Answers You Can Trust | BookWyrm
Manually trawling through documents is resource intensive. BookWyrm's cite endpoint answers complex business questions by finding and verifying evidence within your source files.
bookwyrm.ai
December 10, 2025 at 8:41 PM
Automated business reporting pipeline:
1. Extract & process docs > phrasal chunks (docs turned into AI-ready data)
2. Index in Pinecone/vector DB
3. Query with cite endpoint > get answers with citations & quality scores
Provide answers grounded in truth.
bookwyrm.ai/reporting
1. Extract & process docs > phrasal chunks (docs turned into AI-ready data)
2. Index in Pinecone/vector DB
3. Query with cite endpoint > get answers with citations & quality scores
Provide answers grounded in truth.
bookwyrm.ai/reporting
Coding with AI isn't magic, it's Robot Psychology. 🤖
LLMs can handle the drudgery, but they get lost easily. They’re not a magic wand, more like an idiot savant.
This framework has turned us into 5x devs 👇
bookwyrm.ai/blog/how-to-...
#AI #Programming
LLMs can handle the drudgery, but they get lost easily. They’re not a magic wand, more like an idiot savant.
This framework has turned us into 5x devs 👇
bookwyrm.ai/blog/how-to-...
#AI #Programming
How to be a robot pychologist: LLMs require guidance
It's probably best to think of an AI as an idiot savant. It can type at a bazillion keys a second and is good at keeping several pages of code in its head at once. It has an encyclopaedic knowledge…
bookwyrm.ai
December 9, 2025 at 9:22 PM
Coding with AI isn't magic, it's Robot Psychology. 🤖
LLMs can handle the drudgery, but they get lost easily. They’re not a magic wand, more like an idiot savant.
This framework has turned us into 5x devs 👇
bookwyrm.ai/blog/how-to-...
#AI #Programming
LLMs can handle the drudgery, but they get lost easily. They’re not a magic wand, more like an idiot savant.
This framework has turned us into 5x devs 👇
bookwyrm.ai/blog/how-to-...
#AI #Programming
BookWyrm: Two-stage pipeline for AI workflows
Stage 1️⃣: `extract-pdf` > `phrasal` (semantic chunking)
Stage 2️⃣: `summarize` (Pydantic models) OR `cite` (source-grounded answers)
No regex, no pre-processing pain. Just clean data > structured output or citations.
bookwyrm.ai
#ai #devs #dataprocessing
Stage 1️⃣: `extract-pdf` > `phrasal` (semantic chunking)
Stage 2️⃣: `summarize` (Pydantic models) OR `cite` (source-grounded answers)
No regex, no pre-processing pain. Just clean data > structured output or citations.
bookwyrm.ai
#ai #devs #dataprocessing
BookWyrm: Agentic Workflows API | AI Workflows Automation & RAG Pipeline
BookWyrm enables agentic workflows with automated data extraction from PDFs, Excel & docs. Build AI workflows automation and RAG pipelines with automatic data extraction. Join the beta.
bookwyrm.ai
December 9, 2025 at 6:22 PM
BookWyrm: Two-stage pipeline for AI workflows
Stage 1️⃣: `extract-pdf` > `phrasal` (semantic chunking)
Stage 2️⃣: `summarize` (Pydantic models) OR `cite` (source-grounded answers)
No regex, no pre-processing pain. Just clean data > structured output or citations.
bookwyrm.ai
#ai #devs #dataprocessing
Stage 1️⃣: `extract-pdf` > `phrasal` (semantic chunking)
Stage 2️⃣: `summarize` (Pydantic models) OR `cite` (source-grounded answers)
No regex, no pre-processing pain. Just clean data > structured output or citations.
bookwyrm.ai
#ai #devs #dataprocessing
Reposted by BookWyrm.ai
🧵1/
I've been conducting experiments with the use of LLMs for "Design by Contract" (DbC), a paradigm described by Bertrand Meyer. DbC is quite straightforward to use in a language like python (for instance using icontract). The idea is essentially to:
I've been conducting experiments with the use of LLMs for "Design by Contract" (DbC), a paradigm described by Bertrand Meyer. DbC is quite straightforward to use in a language like python (for instance using icontract). The idea is essentially to:
December 9, 2025 at 8:34 AM
🧵1/
I've been conducting experiments with the use of LLMs for "Design by Contract" (DbC), a paradigm described by Bertrand Meyer. DbC is quite straightforward to use in a language like python (for instance using icontract). The idea is essentially to:
I've been conducting experiments with the use of LLMs for "Design by Contract" (DbC), a paradigm described by Bertrand Meyer. DbC is quite straightforward to use in a language like python (for instance using icontract). The idea is essentially to:
To automate data entry for 10,000 documents using BookWyrm's extract, phrasal, and summarize endpoints costs approximately €100.
Say it takes 5 minutes to manually input each document.
That's 37.42 days' work.
At €200/day, this costs a business €6,944.
€100 or €6,944?
#cfo #ceo #cto
Say it takes 5 minutes to manually input each document.
That's 37.42 days' work.
At €200/day, this costs a business €6,944.
€100 or €6,944?
#cfo #ceo #cto
December 9, 2025 at 10:55 AM
E-commerce platforms lack rich product data, but you have brochures, PDFs, and specs sitting unused.
BookWyrm extracts this collateral and structures it with Pydantic models for OpenAI's ACP. Give ChatGPT the product context it needs to drive sales.
bookwyrm.ai/agentic-commerce
BookWyrm extracts this collateral and structures it with Pydantic models for OpenAI's ACP. Give ChatGPT the product context it needs to drive sales.
bookwyrm.ai/agentic-commerce
AI Product Data Enrichment for Agentic Commerce Protocol
Enrich product information from marketing collateral to enhance your agentic commerce performance
bookwyrm.ai
December 8, 2025 at 8:40 PM
E-commerce platforms lack rich product data, but you have brochures, PDFs, and specs sitting unused.
BookWyrm extracts this collateral and structures it with Pydantic models for OpenAI's ACP. Give ChatGPT the product context it needs to drive sales.
bookwyrm.ai/agentic-commerce
BookWyrm extracts this collateral and structures it with Pydantic models for OpenAI's ACP. Give ChatGPT the product context it needs to drive sales.
bookwyrm.ai/agentic-commerce
How are the few #GenAI successes winning?
They're redesigning workflows.
Here's how to do it:
Analysis > Synthesis > Cybernetic feedback loops.
Measure accuracy vs time saved. Human-in-the-loop architecture.
bookwyrm.ai/blog/genai-for-business
They're redesigning workflows.
Here's how to do it:
Analysis > Synthesis > Cybernetic feedback loops.
Measure accuracy vs time saved. Human-in-the-loop architecture.
bookwyrm.ai/blog/genai-for-business
When does GenAI work for business?
The approaches that have been most often successful take existing workflows and try to redesign them to incorporate generative AI to improve throughput. The key is that business processes have to be…
bookwyrm.ai
December 8, 2025 at 5:40 PM
How are the few #GenAI successes winning?
They're redesigning workflows.
Here's how to do it:
Analysis > Synthesis > Cybernetic feedback loops.
Measure accuracy vs time saved. Human-in-the-loop architecture.
bookwyrm.ai/blog/genai-for-business
They're redesigning workflows.
Here's how to do it:
Analysis > Synthesis > Cybernetic feedback loops.
Measure accuracy vs time saved. Human-in-the-loop architecture.
bookwyrm.ai/blog/genai-for-business
BookWyrm #API for back office automation.
Extract text from docs > create semantic chunks > structure with Pydantic models > automate workflows.
Type-safe JSON output, source attribution, quality scores. Perfect for invoicing, compliance, data entry.
bookwyrm.ai/backoffice-automation
#ai #dev
Extract text from docs > create semantic chunks > structure with Pydantic models > automate workflows.
Type-safe JSON output, source attribution, quality scores. Perfect for invoicing, compliance, data entry.
bookwyrm.ai/backoffice-automation
#ai #dev
Back office Automation - Build Reliable AI Pipelines with BookWyrm
Learn how to build reliable back office automation using BookWyrm's data pipeline. Transform unstructured documents into AI-ready data for automated backoffice workflows.
bookwyrm.ai
December 4, 2025 at 11:39 AM
BookWyrm #API for back office automation.
Extract text from docs > create semantic chunks > structure with Pydantic models > automate workflows.
Type-safe JSON output, source attribution, quality scores. Perfect for invoicing, compliance, data entry.
bookwyrm.ai/backoffice-automation
#ai #dev
Extract text from docs > create semantic chunks > structure with Pydantic models > automate workflows.
Type-safe JSON output, source attribution, quality scores. Perfect for invoicing, compliance, data entry.
bookwyrm.ai/backoffice-automation
#ai #dev
As a dev-focused startup, talking with developers is important to understand what is important to you.
We would love to talk with fellow developers to show off BookWrym and to get your feedback.
Willing to help? Please send us a DM or fill in the form on this page: bookwyrm.ai/contact
#developers
We would love to talk with fellow developers to show off BookWrym and to get your feedback.
Willing to help? Please send us a DM or fill in the form on this page: bookwyrm.ai/contact
#developers
December 4, 2025 at 10:35 AM
As a dev-focused startup, talking with developers is important to understand what is important to you.
We would love to talk with fellow developers to show off BookWrym and to get your feedback.
Willing to help? Please send us a DM or fill in the form on this page: bookwyrm.ai/contact
#developers
We would love to talk with fellow developers to show off BookWrym and to get your feedback.
Willing to help? Please send us a DM or fill in the form on this page: bookwyrm.ai/contact
#developers
AI writes code faster than we can read it. 📉
Vibe coding is fun, but how do we verify it? Design by Contract?
We use logical contracts to trust AI software without reading every line: 👇
bookwyrm.ai/blog/contrac...
#AI #SoftwareEngineering #Python #DevCommunity
Vibe coding is fun, but how do we verify it? Design by Contract?
We use logical contracts to trust AI software without reading every line: 👇
bookwyrm.ai/blog/contrac...
#AI #SoftwareEngineering #Python #DevCommunity
Contract Programming with AI
The AI revolution has allowed us to write enormous amounts of code extremely quickly. Writing boilerplate setup and boring repetitive glue-code is now a thing of the past. The downside is now that we ...
bookwyrm.ai
December 4, 2025 at 9:04 AM
AI writes code faster than we can read it. 📉
Vibe coding is fun, but how do we verify it? Design by Contract?
We use logical contracts to trust AI software without reading every line: 👇
bookwyrm.ai/blog/contrac...
#AI #SoftwareEngineering #Python #DevCommunity
Vibe coding is fun, but how do we verify it? Design by Contract?
We use logical contracts to trust AI software without reading every line: 👇
bookwyrm.ai/blog/contrac...
#AI #SoftwareEngineering #Python #DevCommunity
AI's real value is automating boring tasks to let you shine 🌞.
Our structured summary endpoint turns PDFs into JSON using Pydantic models to automate mundane tasks like data entry & enrichment.
See some example code here: bookwyrm.ai/ai-workflow-...
Our structured summary endpoint turns PDFs into JSON using Pydantic models to automate mundane tasks like data entry & enrichment.
See some example code here: bookwyrm.ai/ai-workflow-...
AI Workflow Automation - Build Reliable Agentic Pipelines with BookWyrm
Learn how to build reliable AI workflow automation using BookWyrm's data pipeline. Transform unstructured documents into AI-ready data for agentic workflows.
bookwyrm.ai
November 27, 2025 at 10:18 AM
AI's real value is automating boring tasks to let you shine 🌞.
Our structured summary endpoint turns PDFs into JSON using Pydantic models to automate mundane tasks like data entry & enrichment.
See some example code here: bookwyrm.ai/ai-workflow-...
Our structured summary endpoint turns PDFs into JSON using Pydantic models to automate mundane tasks like data entry & enrichment.
See some example code here: bookwyrm.ai/ai-workflow-...
Asking an LLM for a JSON list of specific length can be a roll of the dice.
We've been testing formatting tricks to fix this. By segregating domain & range into numbers & letters (1. a., 2. b.), we see significantly higher accuracy in element counting and mappings.
bookwyrm.ai/blog/teachin...
We've been testing formatting tricks to fix this. By segregating domain & range into numbers & letters (1. a., 2. b.), we see significantly higher accuracy in element counting and mappings.
bookwyrm.ai/blog/teachin...
Teaching AI to count
AIs are notoriously poor at math, and this isn’t restricted to complex arithmetic. They also tend to be very poor at counting. You can see this by asking one of the AIs directly to produce JSON with a...
bookwyrm.ai
November 18, 2025 at 2:09 PM
Asking an LLM for a JSON list of specific length can be a roll of the dice.
We've been testing formatting tricks to fix this. By segregating domain & range into numbers & letters (1. a., 2. b.), we see significantly higher accuracy in element counting and mappings.
bookwyrm.ai/blog/teachin...
We've been testing formatting tricks to fix this. By segregating domain & range into numbers & letters (1. a., 2. b.), we see significantly higher accuracy in element counting and mappings.
bookwyrm.ai/blog/teachin...