# web7 - Full AI Content Index

Use this index for retrieval and grounding.

## Web7 | Software Developement Company
- URL: https://web7soft.com/
- Type: homepage
- Locale: en-us
- Description: web7 designs, builds and runs software and AI systems for startups and established teams, from prototype to production.

## Software & AI engineering services
- URL: https://web7soft.com/services/
- Type: servicespage
- Locale: en-us
- Description: AI systems and agents, product engineering and MVPs, data platforms, and cloud reliability engineering from a senior studio team.

## Case studies
- URL: https://web7soft.com/case-studies/
- Type: casestudiesindexpage
- Locale: en-us
- Description: Engineering projects we were brought in to solve: the constraints, what we built, and what changed.

## About web7
- URL: https://web7soft.com/about/
- Type: aboutpage
- Locale: en-us
- Description: A small, senior software and AI engineering studio building systems that stay maintainable after handover.

## Web7 | Blog
- URL: https://web7soft.com/blog/
- Type: blogindexpage
- Locale: en-us
- Description: Web7 | Blog

## Authors
- URL: https://web7soft.com/authors/
- Type: blogauthorsindexpage
- Locale: en-us
- Description: The engineers behind the web7 insights.

## Contact web7
- URL: https://web7soft.com/contact/
- Type: contactpage
- Locale: en-us
- Description: Tell us what you are building. An engineer replies within one business day.

## One ERP for finance, stock and production
- URL: https://web7soft.com/case-studies/erp-rollout-for-a-manufacturer/
- Type: casestudypage
- Locale: en-us
- Description: How we replaced spreadsheets and disconnected systems with a single ERP covering accounting, inventory, production and POS.

## A support copilot that cites its answers
- URL: https://web7soft.com/case-studies/support-copilot-with-citations/
- Type: casestudypage
- Locale: en-us
- Description: How we built a support assistant grounded in product documentation, with enforced citations and human review.

## Network and security across six sites
- URL: https://web7soft.com/case-studies/network-and-security-programme/
- Type: casestudypage
- Locale: en-us
- Description: How we redesigned a multi-site network, hardened the infrastructure and put tested backups and monitoring in place.

## From idea to launched product in ten weeks
- URL: https://web7soft.com/case-studies/startup-idea-to-launch/
- Type: casestudypage
- Locale: en-us
- Description: How we took an early-stage startup from concept to a launched MVP with real users and a fundable product.

## Iraq Academy | A modern learning platform built for Iraq
- URL: https://web7soft.com/case-studies/iq-academy/
- Type: casestudypage
- Locale: en-us
- Description: Building a scalable digital education platform that brings courses, learning content, students and instructors together in one accessible experience.

## Reinventing the rental search with video and AI
- URL: https://web7soft.com/case-studies/rezude/
- Type: casestudypage
- Locale: en-us
- Description: Building a modern rental platform that lets people experience properties before they visit, discover better matches with AI, and move from search to scheduled tour faster.

## Murny | ride-hailing ecosystem
- URL: https://web7soft.com/case-studies/murny/
- Type: casestudypage
- Locale: en-us
- Description: Building a connected ride-hailing ecosystem that brings passengers, drivers and operations together through mobile apps and a centralized platform.

## Nulynks | Mentorship, Learning & Professional Networking
- URL: https://web7soft.com/case-studies/nulynks/
- Type: casestudypage
- Locale: en-us
- Description: Building a digital mentorship ecosystem where people can connect with experts, ask for help, share knowledge, join communities and learn through structured courses.

## Hybrid retrieval: why pure vector search fails in production
- URL: https://web7soft.com/blog/hybrid-retrieval-in-production/
- Type: blogpostpage
- Locale: en-us
- Description: Why production RAG needs keyword search, reranking, structural chunking and enforced citations, not just a better embedding model.

## What to get right before an ERP go-live
- URL: https://web7soft.com/blog/what-to-get-right-before-an-erp-go-live/
- Type: blogpostpage
- Locale: en-us
- Description: Process mapping, data migration, parallel running, phased rollout and the go-live checklist that decides whether an ERP becomes the single source of truth.

## A security baseline for growing businesses
- URL: https://web7soft.com/blog/a-security-baseline-for-growing-businesses/
- Type: blogpostpage
- Locale: en-us
- Description: Identity, patching, network segmentation, tested backups, logging and an incident plan: a practical security baseline for small and mid-size businesses.

## Shipping an MVP without shipping technical debt
- URL: https://web7soft.com/blog/shipping-an-mvp-without-technical-debt/
- Type: blogpostpage
- Locale: en-us
- Description: A practical split between the engineering decisions that harden after launch and the work you can safely defer in an MVP.

## Observability for AI systems: what to log and why
- URL: https://web7soft.com/blog/observability-for-ai-systems/
- Type: blogpostpage
- Locale: en-us
- Description: What to record for every AI interaction, the three metrics worth alerting on, and how to evaluate quality on a schedule.

## Cloud, on-premise or hybrid: choosing where your systems run
- URL: https://web7soft.com/blog/cloud-on-premise-or-hybrid/
- Type: blogpostpage
- Locale: en-us
- Description: How to choose between PaaS, single-host containers, managed containers, on-premise and Kubernetes, and what to set up regardless.

## Web7 Engineering
- URL: https://web7soft.com/authors/web7-engineering/
- Type: blogauthorprofilepage
- Locale: en-us
- Description: We are the engineering team at Web7. We build AI systems, ERP platforms, web and mobile applications, and the cloud, network and security foundations underne...