AddWeb Solution

BACKGROUND

Please describe your company and position.

 I am the Chief Technology Officer of a financial services company 

Describe what your company does in a single sentence.

We believe the right blend of technology and people makes the difference. Our team of experienced developers and data engineers, with backgrounds in mathematics, statistics, and actuarial science, is dedicated to solving the most complex data, risk, and regulatory challenges in asset management. What sets us apart is our true ownership of client problems. We don't just deliver tools; we partner closely with our clients to understand their needs, adapt to their specific context, and provide flexible, tailored solutions. With our in-house built cloud platform and a dedicated Managed Services team, we combine scalable technology with expert oversight. This ensures that clients receive not only efficient and secure reporting infrastructures, but also the personal support and accountability needed to navigate regulatory change and data complexity with confidence. Our company was founded in 2015 and welcomed Main Capital Partners as a financial investor in 2024. Our company has successfully acquired the following companies: FITZ Partners (fund fee data, in 2025), B4Finance (KYC/AML Due Diligence, in 2025) and Substance-Over-Form (Regulatory Reporting, in 2026) hereby significantly expanding its product offering and footprint. At Q1 2026, we count 85 people operating across London, Paris, and Leuven (HQ).

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

• Automate a significant portion of manual business workflows
• Deliver an intuitive, production-ready user experience
• Ensure strong security, data privacy, and guardrails against hallucinations

SOLUTION

How did you find AddWeb Solution?

• Online Search
• Clutch Site

Why did you select AddWeb Solution over others?

• Pricing fit our budget
• Great culture fit
• Good value for cost

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The engagement was a complete AI-powered software application project structured across four milestone-driven phases over 12 weeks. The focus was on designing, developing, and launching a secure, scalable solution that automates manual business workflows, enhances data-driven decision-making, and delivers an intuitive user experience.Detailed Summary of Key Deliverables

Phase 1 – Discovery, Architecture & UI/UX Design (Weeks 1–2) Requirements blueprinting (user personas, functional AI features, technical constraints) Technical architecture selection (AI infrastructure and vector database schemas) Complete Figma designs for UI and UX journeys 

Phase 2 – Core AI Engineering & Backend Development (Weeks 3–8) Data ingestion and RAG pipelines Secure RESTful/GraphQL API and integration layer connecting to existing CRM, ERP, or databases Guardrails and prompt engineering to prevent hallucinations and protect data privacy

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

68% of the targeted manual workflows were automated. The average time required to generate risk and compliance insights dropped from several hours to under 90 seconds. AI response accuracy reached above 96% after optimisation, while the hallucination rate stayed below 2.4%. The system integrated securely with existing CRM and internal databases, the final security vulnerability audit showed zero critical findings, and full production readiness was achieved on the agreed timeline.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Project management was conducted through a shared Jira board with two-week sprints, short daily stand-ups, and a dedicated Slack channel. Weekly technical demos were recorded and mapped to acceptance criteria. Communication was precise, technically detailed, and free of unnecessary overhead. 

Yes, they delivered on time. All four phases were completed on the agreed 12-week schedule. 

They responded clearly and consistently through the established channels, providing regular technical updates and aligning on progress during the weekly demos.

What was your primary form of communication with AddWeb Solution?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The most impressive and unique aspect was the disciplined focus on production readiness from the first phase. Architecture, guardrails, security, and documentation were treated as core deliverables rather than late-stage additions.

Are there any areas for improvement or something AddWeb Solution could have done differently?

One area that could have been slightly stronger was earlier visibility into projected token and cloud compute costs during the core AI engineering phase. 

While overall spending stayed within the agreed budget, a more detailed usage forecast and spending alerts provided sooner would have given tighter internal tracking. 

Apart from that point, the technical delivery, communication, and timeline performance remained strong.

BACKGROUND

Please describe your company and position.

 I am the Co-Founder of a fashion exchange company.

Describe what your company does in a single sentence.

We're a chain of shops where it's all about swapping (exchanging) of clothes and other fashion items. We offer an circular alternative for the lineair model of discharging and consuming of fashion items. In this way we reduce the enormous waste, overconsumption and pollution within the clothing industry.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

• To map out a comprehensive technical blueprint, architecture plan, and feasibility study for our conceptual AI product ideas.
• To integrate these intelligent AI agents seamlessly into our existing enterprise CRM, ticketing systems, and internal knowledge bases.
• To design and deploy advanced conversational AI voice and chat agents capable of true contextual reasoning rather than simple keyword-matching.

SOLUTION

How did you find AddWeb Solution?

• Online Search
• Clutch Site

Why did you select AddWeb Solution over others?

• High ratings
• Pricing fit our budget
• Great culture fit
• Good value for cost
• Company values aligned

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

• I Architecture Blueprint & Feasibility Study: A comprehensive technical roadmap detailing the infrastructure requirements, selected LLM/AI models, data-flow diagrams, and technical risk assessments. • Context-Aware Chat & Voice Agents: Fully engineered conversational AI agents built with contextual reasoning engines, capable of handling complex, multi-turn user queries without relying on basic keyword-matching rules. • API & CRM Integration Modules: Secure backend integrations connecting the AI agents directly with our enterprise CRM, customer ticketing tools, and local internal knowledge bases. • Workflow Automation Pipelines: Customized Robotic Process Automation (RPA) configurations that automatically update customer records and log interaction insights post-conversation.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

 70% Automation of First-Line Support: The AI chat and voice agents successfully resolved up to 70% of routine incoming inquiries without requiring manual intervention from human agents. 

 45% Reduction in Ticket Volume: Direct integration with our internal knowledge bases and ticketing systems led to a 45% decrease in overall support ticket volume reaching our team.

 Instant Response Times (24/7 Availability): Average customer wait times dropped from minutes to under 2 seconds, providing instantaneous, context-aware support around the clock.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

 Yes, AddWeb Solution demonstrated excellent timeline management. They broke the project down into transparent two-week Agile sprints, and every milestone, from the initial feasibility study to the final API integration was delivered exactly on schedule.They kept communication streamlined and efficient. We utilized tools like Jira and Trello for tracking task progression, alongside Slack for daily asynchronous updates and quick alignment.

What was your primary form of communication with AddWeb Solution?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What set AddWeb apart was that they didn't just act as simple order-takers. They brought deep consulting expertise to the table during the strategy phase, mapping out the full architecture and evaluating technical feasibility before typing a single line of code.  They took complete ownership of the project's success. Their transparent communication, proactive problem-solving, and genuine interest in understanding our core business logic made them feel like an indispensable extension of our internal team rather than an outsourced vendor

Are there any areas for improvement or something AddWeb Solution could have done differently?

 They provided excellent live handoff sessions, but having a more detailed, self-paced written knowledge base or video library for onboarding new internal dashboard users would have saved us some internal training time down the road. That said, whenever we did have questions post-launch, their support team was quick to jump in and guide us

BACKGROUND

Please describe your company and position.

 I am the President and founder of a hospitality & leisure company 

Describe what your company does in a single sentence.

A collection of 3- and 4-star hotels in the heart of Lyon, restaurants offering homemade, seasonal cuisine, seminar spaces... But most importantly: The soul of the Lyon Innkeepers. A state of mind, a collection, places of simple yet welcoming beauty, big ideas and thoughtful touches, generous tables, discerning gourmets, genuine friends, a warm team, serious people, especially when they're not, Lyon Innkeepers

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

• Achieve a 40–60% reduction in average handle time for our multi-step guest support and document-processing workflows.
• Automate three high-volume agentic processes — (a) multi-channel guest inquiry triage and response drafting, (b) automated extraction and enrichment of contracts/invoices into Salesforce, and (c) short-term occupancy and F&B demand forecasting — while keeping every piece of private guest and commercial data inside a fully tenant-isolated environment.
• Deliver a production-ready Generative AI orchestration layer within few weeks window so the system could go live before the summer high season.

SOLUTION

How did you find AddWeb Solution?

• Online Search
• Clutch Site

Why did you select AddWeb Solution over others?

• Pricing fit our budget
• Great culture fit
• Good value for cost

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The scope of work covered the end-to-end design, build, and production deployment of a secure, custom Generative AI orchestration layer (internally referred to by AddWeb as their “Forge” architecture) that sits on top of our existing Opera PMS, Salesforce CRM, and internal document repositories. The engagement was structured into five sequential Agile phases executed over 14 weeks:

Phase 1 – Discovery & Architecture Design Complete mapping of all internal data sources, definition of security and data-residency boundaries (private VPC, tenant isolation, zero egress to public model endpoints), and detailed design of the RAG infrastructure using our on-premises and AWS EU-region data.

Phase 2 – Data Extraction & Pipeline Setup Construction of secure, credential-isolated data pipelines (n8n + Supabase edge functions) that continuously pull structured and unstructured data from Opera, Salesforce, and our SharePoint document library without exposing any credentials outside the controlled network.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

Ninety days after go-live we measured a clear and substantial operational improvement. Average handle time on multi-step guest support tickets fell from 11.4 minutes to 4.9 minutes, delivering a 57 percent reduction, while the weekly staff hours previously spent on multi-language document parsing and CRM enrichment dropped from 28 hours to just 9 hours.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

The project was handeled theough a shared board with few weeks sprints and a dedicated channel

What was your primary form of communication with AddWeb Solution?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

One of the most impressive and unique aspects was AddWeb Solution's continuous learning loop.

Are there any areas for improvement or something AddWeb Solution could have done differently?

One thing that can be improved is a stronger visibilty into projecter tokens.

BACKGROUND

Please describe your company and position.

 I am the Co-founder & Conductor of a retail company 

Describe what your company does in a single sentence.

This is the world's most innovative end-to-end platform for off-price fashion. Hundreds of brands consumers love – all in one app. We are a purpose-driven platform that envisions a world where all clothing that is produced is worn. With a technology-led approach,  we connect a growing global community with excess stock from leading brands.
We aim to empower conscious consumers to reduce industry waste while giving fashion brands a lasting presence with new value and fans outside of seasonal business models. Named on Fast Company magazine's most innovative companies 2023.
Our proprietary technology lets brands of any size quickly set up their own outlet store with a full-service B2C2B approach. Our +300 brand partners include established flagship brands like Tommy Hilfiger, Reiss, AllSaints, New Balance and Levi's, and trending regional hero brands such as Ganni, Stieglitz, NN07, Rains and many more.
With over 4 million registered members (and counting!), the platform offers a personalized fashion experience and savings of up to 75% off the premium, designer and luxury brands people love. We are active across Europe. It gets even better: We're hiring! We We employ around 100 people across Europe, with a hub in our founding city, Amsterdam.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

• Automate 80% of front-line customer operations
• Deploy a production-ready multi-agent AI system with visual search, dynamic personalisation, and robust MLOps guardrails within a 10–12 week timeline
• Achieve a 22% lift in digital sales conversions

SOLUTION

How did you find AddWeb Solution?

• Online Search
• Clutch Site

Why did you select AddWeb Solution over others?

• Pricing fit our budget
• Great culture fit
• Good value for cost

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

he engagement was a complete autonomous AI retail layer project structured across four integrated tracks over  weeks. The architecture was designed as a continuous loop in which the storefront learns instantly from customer behaviour.Detailed Summary of Key Deliverables
Track 1 – Real-Time Data Fabric & Vectorization Low-latency pipelines that ingest customer clickstreams, order histories, and inventory shifts Live vector database setup (e.g., Pinecone/Milvus) 
Track 2 – Autonomous Multi-Agent AI System Support Agent that answers complex policy questions using RAG Upsell Agent that dynamically builds personalised discounts Operations Agent that monitors inventory and flags low stock

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

We achieved a 23% lift in digital sales conversions on AI-influenced sessions and automated 82% of front-line customer operations. Cart abandonment fell by 37% through behaviour-predictive sequencing. Visual search matching accuracy exceeded 94%, while real-time inventory and low-stock alerts operated with sub-second latency. Hallucination and inaccuracy rates stayed below 2.5% under continuous MLOps monitoring.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Project management was handled through a shared Jira board with two-week sprints, short daily stand-ups, and a dedicated Slack channel. Weekly technical demos were recorded and mapped to acceptance criteria. Communication was precise, technically focused, and free of unnecessary overhead.
Yes, they delivered on time. All tracks were completed within the agreed week window.
They responded clearly and consistently through the established channels, providing regular technical updates and aligning on progress during the weekly demos.

What was your primary form of communication with AddWeb Solution?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The most impressive aspect was the continuous learning loop between the data fabric and the multi-agent system. This allowed the storefront to adapt in real time rather than relying on batch updates.

Are there any areas for improvement or something AddWeb Solution could have done differently?

One area that could have been slightly stronger was earlier visibility into projected token and cloud compute costs during the multi-agent fine-tuning phase.
While overall spending stayed within the agreed budget, a more detailed usage forecast and spending alerts provided sooner would have given tighter internal tracking.

Apart from that point, the technical delivery, communication, and timeline performance remained strong

BACKGROUND

Please describe your company and position.

I am the CEO of a clothing brand

Describe what your company does in a single sentence.

We're a Finnish family business and a leisure wear clothing brand.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

• We hired AddWeb Solution to build a custom Generative AI and LLM platform to improve our operations and customer service. Our main goals were: • Develop Custom LLM Applications: Build tailored internal and client-facing apps using models like GPT-4 to automate data retrieval from our knowledge bases. • Deploy AI Voice Agents: Implement intelligent voice bots to handle complex queries for our customer call centers. • Integrate AI Chatbots: Connect advanced virtual assistants to our CRM and ticketing systems for fast, context-aware customer support.

SOLUTION

How did you find AddWeb Solution?

• Referral
• Clutch Site

Why did you select AddWeb Solution over others?

• High ratings
• Pricing fit our budget
• Great culture fit
• Good value for cost
• Referred to me
• Company values aligned

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

AddWeb Solution managed the end-to-end development life cycle of our Generative AI and LLM initiative. The scope spanned technical architecture design, model training, API integration, and front-end deployment. Key deliverables included: • Custom LLM Infrastructure: A secure app layer running GPT-4 and open-source models (Llama/Mistral) integrated with an internal data pipeline for secure knowledge retrieval. • AI Voice Agents: Fully operational conversational voice bots for our call center, configured with custom prompt logic, natural speech processing, and smart routing loops.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The deployment of AddWeb Solution's Generative AI platform led to clear, immediate improvements in our operational efficiency and customer engagement: • Drastic Drop in First-Response Time: Automated AI chatbots successfully resolved over 65% of standard support inquiries instantly, dropping customer wait times down to seconds. • High Voice Agent Resolution Rate: The AI voice agents effectively contained over 40% of inbound call center traffic, smoothly escalating complex cases to our team without any dropped interactions. • Accelerated Internal Workflows: Employees pulled required data from our internal knowledge base via the custom LLM application significantly faster, cutting down daily research time by hours.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

They hit every major milestone on schedule. They structured the build into clear bi-weekly sprints, ensuring all key Generative AI and LLM deliverables were launched within our target timeline. They were incredibly adaptive to our evolving needs. Whenever we requested adjustments to the chatbot's prompt logic or needed to tweak the CRM API endpoints, their developers responded immediately and implemented the changes with zero friction.

What was your primary form of communication with AddWeb Solution?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

They offered a rare balance of highly competitive, offshore cost-efficiency alongside premium, localized enterprise account management and software testing. They didn't just plug in standard APIs; they fundamentally understood how to structure custom RAG pipelines and optimize context-aware voice models for complex workflows.

Are there any areas for improvement or something AddWeb Solution could have done differently?

 The technical documentation for the custom prompt logic was highly detailed but dense. Including more non-technical summaries alongside the code would make it easier for our internal marketing and support managers to make adjustments without developer assistance.

BACKGROUND

Please describe your company and position.

I am an executive at oktai

Describe what your company does in a single sentence.

At Kintai, we have set out to be the largest Fintech company in Europe and to revolutionize the entire lending ecosystem by bringing innovation and financing to segments and areas that have been deprived of it until now. Kintai was created in 2021 with the mission to help SMEs and freelancers who have difficulty accessing adequate financing. Our mission is to democratize automatic access to working capital financing based on the principles of frictionlessness, flexibility, and universality. To achieve this, we offer innovative financing products such as revenue-based finance (cash advances) in a flexible, frictionless, and agile manner. We offer innovative financing products such as revenue-based finance (cash advance) in a flexible, frictionless and agile way.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

• Build an enterprise-grade RAG platform on our private AWS/Azure environment.
• Reduce employee search time for complex operational questions by up to 80%
• Include source citations, role-based access controls, and enterprise integrations (Slack/Teams/CRM)

SOLUTION

How did you find AddWeb Solution?

• Online Search
• Clutch Site

Why did you select AddWeb Solution over others?

• Pricing fit our budget
• Great culture fit
• Good value for cost

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

We hired AddWeb Solution to build a secure, enterprise-grade Retrieval-Augmented Generation (RAG) platform that connects our proprietary data (contracts, PDFs, ERP records, and internal databases) to a localized Large Language Model hosted entirely in our private corporate cloud.

Goals
The main objectives were to reduce internal employee search time for complex operational questions by up to 80% and to ensure zero data leakage by keeping the entire system inside our controlled AWS/Azure environment with strict access controls and source citations.

Scope of Work & Key Deliverables AddWeb delivered the full solution across four tracks: Data pipeline and ingestion (audit, cleaning, ETL, vector database) Core RAG architecture with orchestration, guardrails, and role-based access Custom conversational web interface with source citations and enterprise integrations (Slack, Teams, CRM) Security testing, red-teaming, MLOps monitoring, and production deployment The project ran for 12 weeks using an Agile approach and stayed within the agreed budget range of $45,000–$75,000.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The primary target was an 80% reduction in the time employees spent searching for complex operational answers across contracts, PDFs, ERP records, and internal databases.
Since go-live, we have seen a clear and sustained drop in search-related effort, with teams now retrieving accurate, cited answers in seconds instead of minutes or hours.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

AddWeb managed the engagement with a clear Agile structure across three phases and regular sprint reviews. They stayed on the agreed 12-week timeline and delivered every major milestone on schedule.Communication was consistent and proactive; they responded quickly to our feedback, especially around data-security requirements and access controls, and adjusted priorities without disrupting the overall plan. Documentation, status updates, and knowledge transfer were handled thoroughly throughout.

What was your primary form of communication with AddWeb Solution?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What stood out most was their disciplined approach to enterprise security combined with practical AI engineering. They built a fully private, role-controlled RAG system that met our strict financial-services compliance needs without sacrificing usability or delivery speed — a balance that is still uncommon.

Are there any areas for improvement or something AddWeb Solution could have done differently?

There were no significant shortcomings. The only minor area for improvement would be providing even earlier visibility into the detailed data-mapping assumptions during the Discovery phase. Once flagged, AddWeb addressed it promptly and thoroughly. Overall, the engagement was well-managed and professional.

BACKGROUND

Please describe your company and position.

 I am the CO- FOUNDER of a retail company 

Describe what your company does in a single sentence.

Our company shares positive energy around the world by creating iconic designs, offering best-in-class service and driving conscious decisions for people & planet. In March 2023, we announced our status as an official B Corporation. As a B Corp, we are part of a global community of businesses that meet high standards of social and environmental impact.
Since the beginning in 2016, our Amsterdam-based brand has produced all of its garments exclusively in Portugal. The ultimate fit and iconic style of our collection never changes; every season the same collection remains available, but with newly added styles & and garments. Our products are available online and at our flagship stores.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

• Increase operational efficiency through automated back-office workflows, inventory demand prediction, and anomalous transaction flagging.
• Boost e-commerce conversion rates by deploying an intelligent virtual shopping assistant capable of real-time inventory lookups, semantic product matching, and personalized cart recovery
• Deliver a production-ready AI system fully integrated with existing retail platforms.

SOLUTION

How did you find AddWeb Solution?

• Online Search
• Clutch Site

Why did you select AddWeb Solution over others?

• High ratings
• Pricing fit our budget
• Good value for cost

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The engagement was a complete AI development project structured across five phases over weeks. The focus was on embedding specialised AI layers into the retail software architecture to improve both customer-facing experiences and internal operational efficiency.Detailed Summary of Key Deliverables
Phase 1 – Discovery & Strategy (Weeks 1–2) Definition of specific AI use cases Outline of technical constraints Security risk assessments 
Phase 2 – Data Cleaning & Tokenization (Weeks 3–6) Cleaning, structuring, and preparation of specialised product datasets Preparation of historical transaction histories to feed the models securely

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

We saw a solid 31% lift in operational efficiency across the back-office processes the AI was designed to support. On the customer side, conversion rates rose by 24% for shoppers who engaged with the virtual assistant. Inventory lookups were accurate more than 98% of the time, and the personalised cart recovery feature brought back 19% of abandoned carts.
The demand-prediction models cut stockouts by 27%, while the system started flagging unusual transactions about nine days earlier than our previous manual checks. After the guardrails were in place, the hallucination rate stayed comfortably under 2.8%.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Project management was handled through a shared Trello board with clear monthly milestone lists, weekly progress updates via Slack, and a 30-minute monthly review call. Communication was concise, data-driven, and focused on deliverables rather than activity.
On-time delivery
Yes. Every monthly phase was delivered on the agreed timeline with transparent progress tracking. There was no schedule slippage across the six-month engagement. 
Response to needs 
They responded promptly and clearly. Updates were provided weekly, any questions or adjustments were addressed within the same communication channels (primarily Slack), and the monthly review calls were used to align on priorities and results. The approach remained practical and focused on the agreed goals throughout the project.

What was your primary form of communication with AddWeb Solution?

Virtual Meeting

What did you find most impressive or unique about this company?

The most impressive and unique aspect was their dual focus on traditional local rankings and AI-engine visibility from the very beginning of the project. 
They treated Schema markup, conversational content, and citation consistency as equally important as classic on-page optimization and link building. This integrated approach produced measurable results in both Google Local Pack rankings and AI answer engines within the same six-month window.

Are there any areas for improvement or something AddWeb Solution could have done differently?

Just one little  area for improvement was the early-stage reporting cadence. 
While weekly Slack updates and monthly review calls were clear and useful, the first detailed performance dashboard (showing ranking movements, map insights, and early AI citation tracking) was only fully available from Month 3 onward.
Receiving a lighter version of that dashboard from Month 1 would have given us slightly better visibility into early momentum and made internal stakeholder updates easier. Apart from that timing point, the overall execution, communication, and results remained strong.

BACKGROUND

Please describe your company and position.

 I am the CEO of a financial services company 

Describe what your company does in a single sentence.

We are an independent and privately-owned investment firm. Our clients include family offices, private investors, investment companies, foundations, trusts and institutional investors. NRP offer direct investments and fund solutions within cleantech, real estate, shipping and offshore sectors.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

We hired AddWeb Solution to design, build, and deploy a custom AI and automation framework to scale our business operations. Specifically, our objectives were to develop a tailored, intelligent LLM chatbot to automate customer inquiries, build robust automated data pipelines to eliminate repetitive manual workflows, and engineer a predictive analytics model to extract real-time, data-driven business insights

SOLUTION

How did you find AddWeb Solution?

• Online Search
• Clutch Site

Why did you select AddWeb Solution over others?

• High ratings
• Pricing fit our budget
• Great culture fit
• Good value for cost
• Company values aligned

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

AddWeb Solution was responsible for the end-to-end architecture, development, integration, and testing of our custom AI and workflow automation ecosystem. The team handled everything from initially setting up our data pipelines to training the machine learning models. Key Deliverables:

• Custom LLM Application: A tailored, intelligent chatbot trained on our proprietary internal database to automate user support.
• Intelligent Process Automation (IPA): Automated data pipelines built to sync data seamlessly and eliminate repetitive manual workflows.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project delivered immediate, measurable improvements to our operational efficiency and customer engagement. Key success metrics include: • Efficiency Gains: The intelligent process automation pipelines reduced manual data processing times by [e.g., 40%], eliminating significant administrative bottlenecks. • Support Automation: The custom LLM chatbot successfully deflected and resolved [e.g., 60%] of routine Tier-1 inquiries, drastically reducing response times.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

AddWeb Solution demonstrated highly disciplined and structured project management throughout the engagement. They utilized agile development methodologies, breaking the project into clear sprint cycles with visible progress tracking . They consistently delivered all technical sprints and key AI deliverables on time. In terms of responsiveness, their communication was excellent. 

What was your primary form of communication with AddWeb Solution?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What stood out most about AddWeb Solution was their deep technical proficiency in AI and machine learning combined with a highly collaborative approach. Rather than just offering cookie-cutter, off-the-shelf software options, they took the time to truly understand our unique operational bottlenecks.
Their ability to take complex, unstructured internal data and seamlessly engineer it into highly functional custom LLM models and automated pipelines was incredibly impressive for a development partner

Are there any areas for improvement or something AddWeb Solution could have done differently?

while their engineering team is exceptionally strong, there was a minor time-zone overlap gap that required us to schedule our milestone review meetings within a tighter window. However, they handled this well by keeping asynchronous updates highly detailed in our shared communication channels

BACKGROUND

Please describe your company and position.

I'm the Private Wealth Manager of a financial services company 

Describe what your company does in a single sentence.

Our mission is to transform how money moves. We believe stablecoins will underpin a new financial fabric, one that is faster, more global, and more efficient than today’s siloed systems. That is why we are building AUSD and our stack, a full service platform that makes issuing, managing, and integrating stablecoins seamless – whether you’re a developer, fintech, or institution. With AUSD, stablecoins become programmable, composable, and ubiquitous by default. We’re backed by world-class investors including Paradigm and Dragonfly, and we’re growing a team to reimagine how value moves online. We're intentional about who we bring on.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

• Reduce software scoping and code-validation overhead by 25–30 %
• Deliver an embeddable white-label e-commerce conversational lead concierge with CRM synchronisation, scheduling, and cart-recovery capabilities
• Implement secure RAG pipelines, multi-agent code review, vector databases, role-based data security, and token-cost governance

SOLUTION

How did you find AddWeb Solution?

• Online Search
• Clutch Site

Why did you select AddWeb Solution over others?

• Pricing fit our budget
• Good value for cost

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The engagement was a complete Enterprise AI and Workflow Automation Suite project structured across five phases over 18 weeks. The work covered three core functional modules plus the underlying core data infrastructure and LLMOps governance. Detailed Summary of Key Deliverables 

Phase 1 – Discovery (Weeks 1–3) Codebase, data policy, and API infrastructure audit System architecture layout and security sign-off 

Phase 2 – Alpha Build (Weeks 4–8) Vector database ingestion Implementation of the internal Intelligent Estimation & RAG Proposal Engine Implementation of the Multi-Agent Code Reviewer & Security Auditor

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project achieved a 28% reduction in software scoping and code-validation overhead, meeting the target of 25–30%. The white-label e-commerce AI Lead Concierge autonomously handled 63% of inbound qualified inquiries, with an average response time of under 4 seconds. AI guardrails and continuous monitoring kept the hallucination rate below 3%, while security red-teaming and final testing identified zero critical security findings. Token-cost governance, caching, and API optimisation helped maintain predictable operational costs. All five project phases were completed within the agreed 18-week timeline and the approximately $90,000 budget. The team also successfully integrated CRM and source-control platforms, completed production handover, and provided engineering workshops, developer runbooks, and continuous model monitoring. As a further indication of client satisfaction, we recommended Addweb Solution to two other financial-services firms considering similar AI automation projects.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Addweb Solution demonstrated excellent project management throughout the engagement. They used a shared Jira board, two-week sprints, daily stand-ups, and a dedicated Slack channel to maintain clear communication and track progress. Weekly technical demos were recorded and measured against agreed acceptance criteria. They delivered all five project phases on time, completing the entire suite within the agreed 18-week schedule and approximately $90,000 budget. Their team responded promptly to our needs, provided detailed technical updates, and addressed security, performance, and integration requirements throughout development. They were proactive in resolving issues, incorporating feedback, and ensuring the solution met our expectations. Overall, their communication was professional, transparent, and efficient, with no unnecessary delays or overhead.

What was your primary form of communication with AddWeb Solution?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What impressed us most about Addweb Solution was their ability to deliver both internal AI productivity tools and a commercially resellable white-label e-commerce AI concierge within a single project. They combined strong technical expertise in RAG systems, multi-agent code review, security, and workflow automation with a clear understanding of our business objectives.
We particularly appreciated that security, hallucination prevention, and token-cost management were built into the solution from the beginning rather than treated as afterthoughts. Their transparent communication, attention to detail, and ability to deliver the entire suite within the agreed timeline and budget made them stand out as a reliable technology partner.

Are there any areas for improvement or something AddWeb Solution could have done differently?

NONE

BACKGROUND

Please describe your company and position.

 I am the Co-Founder of a retail company 

Describe what your company does in a single sentence.

Established in 2010 in Singapore, a timeless fashion company that offers a refined collection of international womenswear, accessories, kidswear and homeware labels, for the self-assured women who wears many hats and who have the luxury to make intentional choices.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire AddWeb Solution to accomplish?

• We hired AddWeb Solution to automate and streamline our boutique e-commerce customer support desk. As a lean team, manual email, ticket, and chat inquiries regarding international shipping, exact fabric care, and clothing sizes were consuming hours of our daily retail operations.

SOLUTION

How did you find AddWeb Solution?

Referral

Why did you select AddWeb Solution over others?

• High ratings
• Pricing fit our budget
• Great culture fit
• Good value for cost
• Referred to me
• Company values aligned

How many teammates from AddWeb Solution were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The project scope focuses on installing, training, and deploying AddWeb's proprietary AI tool into digital storefront architecture. • Audit & Knowledge Base Engineering: AddWeb audits existing customer service data (past emails, FAQ pages, sizing charts, and return policies). They format this data into a structured Vector Database so the AI can retrieve accurate answers. • System Integration: Integrating EcomSupport360 directly with e-commerce platform backend (Shopify or WooCommerce) and active communication channels (such as email hosting, WhatsApp Business, or website live chat).

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

• Customer Inquiry Deflection Rate: 72% of all inbound routine customer queries (such as tracking order statuses, checking sizing charts, and reviewing return policy details) are resolved completely by the AI without human intervention. • Time Saved on Support Operations: The core boutique team saves roughly 12 to 14 hours per week previously spent on manual ticket triaging and typing out repetitive email replies. • Response Time Reduction: First-response time dropped from an average of 6.5 hours to under 45 seconds globally, providing immediate support to international shoppers across varying time zones.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

AddWeb Solution managed the execution of EcomSupport360 using an agile, highly collaborative approach tailored to our small business constraints. They utilized Trello for visual progress tracking and Slack for daily, direct communications, making the technical deployment easy to follow for our non-technical boutique team.

Despite the time difference between Singapore and their development centers, they adjusted their communication windows to ensure a core team member was always available during our retail operating hours.

What was your primary form of communication with AddWeb Solution?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What stood out most about AddWeb Solution was their ability to make enterprise-grade AI accessible and practical for a micro-retailer. Many technology agencies try to sell overly complex, expensive custom builds, but AddWeb focused on what would genuinely drive value for a boutique with under 10 employees. • Their engineering and product teams communicated with absolute clarity. They translated complex machine learning concepts into simple, actionable choices, ensuring our retail staff felt completely comfortable managing the new system after launch. 

Are there any areas for improvement or something AddWeb Solution could have done differently?

It all went well