Codaxy

Please describe your company, your role, and the industry you operate in.

Gulf FinTech Holdings operates in the Manufacturing sector out of Abu Dhabi, UAE. In my role as Head of Digital Strategy I am responsible for both the technology strategy and day-to-day delivery. We hold our vendors to the same standards our clients hold us to.

What specific problem or business challenge led you to hire this company?

Compliance requirements in our Manufacturing space changed and the deadline was set by our regulator, not by us. The IoT Development work required was specialist enough that pulling our internal team off the product roadmap to do it was not an option.

What services did the company provide for your project?

End-to-end IoT Development delivery with particular focus on the data migration and integration workstreams, which carried the highest project risk. A dedicated QA resource was embedded throughout development and they left us with a proper operations runbook at handover.

Why did you choose this company over other providers you considered?

Referral from someone whose technical judgment I trust. The due diligence we ran confirmed what we had been told. The proposal stage was also notably more thorough than the alternatives — they clearly understood the IoT Development requirements better than the other vendors we evaluated.

How clearly did the company understand your requirements and business goals?

Well. They pushed back on areas where our requirements were vague or poorly thought through and helped us arrive at something more considered. That consultative approach during discovery is not universal and it made a real difference to the quality of what was built.

How was your overall experience with their communication and project management?

Professional and efficient. The PM had a clear view of the critical path at all times and was transparent when anything threatened it. We made one significant scope change mid-project. It was handled through a proper change request, fairly priced, and absorbed without disrupting the delivery timeline.

Did the company deliver the project on time and within your expected budget?

On time and on budget. The estimation accuracy was the part I found most impressive — they had broken the work down thoroughly enough during discovery that the forecast held throughout rather than drifting with every scope conversation. We had one change request, and it was for scope we had added ourselves.

What tangible results or business impact have you seen since the project was completed?

We went live six weeks ago so it is early. The launch was clean, adoption is tracking ahead of plan, and the first client demo of the new platform generated a positive reaction we had not seen for the previous version. Ask me again in six months and I will have better numbers.

What did you like most about working with this company?

They kept the business objective visible throughout technical decision-making. I have worked with excellent engineers who lose the strategic thread as complexity increases. This team maintained a clear link between every architectural choice and the outcome we had agreed to achieve.

Would you recommend this company to others, and would you work with them again?

Yes, with the caveat that they are not the cheapest option and they are selective about what they take on. If price is the primary criterion there are alternatives. If you want a IoT Development partner in the Manufacturing space who will actually deliver against a serious brief, this is the team.

Please describe your company, your role, and the industry you operate in.

As VP of Data & AI at Wavefront Analytics Inc, a Legal Services organisation in Seattle, WA, USA, I manage technology investment and delivery outcomes. We make commercial decisions about technology — every project needs a credible case before it gets approved.

What specific problem or business challenge led you to hire this company?

Honestly, we had been deferring this Digital Marketing investment for eighteen months. User feedback had been consistent and our conversion data confirmed the impact. We eventually ran out of reasons to delay.

What services did the company provide for your project?

The core engagement was Digital Marketing delivery. During discovery they also provided technical consultancy that materially improved our requirements — things we would not have caught until development if they had not raised them. They also took ownership of the third-party integrations that had caused problems in previous projects.

Why did you choose this company over other providers you considered?

A peer in the Legal Services sector had used them for a similar Digital Marketing engagement and recommended them without qualification. Our own due diligence confirmed the picture they described. The combination of domain knowledge and delivery track record made the decision straightforward.

How clearly did the company understand your requirements and business goals?

Well. They pushed back on areas where our requirements were vague or poorly thought through and helped us arrive at something more considered. That consultative approach during discovery is not universal and it made a real difference to the quality of what was built.

How was your overall experience with their communication and project management?

The most structured project management I have experienced with an external vendor. Sprint planning was tight, acceptance criteria were specific, retrospectives were honest and acted on. The PM treated the risk register as an operational tool, not a compliance document. I never had to ask for a status update.

Did the company deliver the project on time and within your expected budget?

Yes. The estimates they provided during scoping proved accurate throughout delivery, which is rare. Most vendor estimates start optimistic and drift. These did not.

What tangible results or business impact have you seen since the project was completed?

Hard to isolate perfectly given other business variables, but the metrics attributable to the Digital Marketing work are meaningful — session time up, conversion up, error rate down, NPS for the digital channel improved by double digits. Account managers say it is coming up positively in client conversations for the first time.

What did you like most about working with this company?

Honestly, the quality of the questions they asked. It sounds simple but good questions at the start of a project make everything easier. Their discovery process was better than any briefing our internal team would have run independently.

Would you recommend this company to others, and would you work with them again?

Yes. I would specifically recommend them for Digital Marketing projects where getting the requirements right at the start is critical. That is where they earn their fees — and the downstream delivery reflects it.

Please describe your company, your role, and the industry you operate in.

Redwood Capital Advisors is a mid-size Insurance business in San Francisco, CA, USA. I joined as Managing Director, Technology two years ago specifically to modernise how we build and buy technology. This engagement was part of that programme.

What specific problem or business challenge led you to hire this company?

Honestly, we had been deferring this AI & Machine Learning investment for eighteen months. User feedback had been consistent and our conversion data confirmed the impact. We eventually ran out of reasons to delay.

What services did the company provide for your project?

Primarily AI & Machine Learning, with QA and solution architecture included in scope. They owned the build end-to-end from requirements through to go-live, including three existing system integrations. Not needing to coordinate separate QA or architecture vendors was genuinely valuable.

Why did you choose this company over other providers you considered?

Referral from someone whose technical judgment I trust. The due diligence we ran confirmed what we had been told. The proposal stage was also notably more thorough than the alternatives — they clearly understood the AI & Machine Learning requirements better than the other vendors we evaluated.

How clearly did the company understand your requirements and business goals?

Well. They pushed back on areas where our requirements were vague or poorly thought through and helped us arrive at something more considered. That consultative approach during discovery is not universal and it made a real difference to the quality of what was built.

How was your overall experience with their communication and project management?

Professional and efficient. The PM had a clear view of the critical path at all times and was transparent when anything threatened it. We made one significant scope change mid-project. It was handled through a proper change request, fairly priced, and absorbed without disrupting the delivery timeline.

Did the company deliver the project on time and within your expected budget?

Yes on both. There was one sprint where a third-party API dependency introduced a one-week slip. They flagged it three weeks before it became critical, presented two options, and we agreed on one that recovered the timeline within the same sprint. That kind of foresight is the difference between good and average project management.

What tangible results or business impact have you seen since the project was completed?

Hard to isolate perfectly given other business variables, but the metrics attributable to the AI & Machine Learning work are meaningful — session time up, conversion up, error rate down, NPS for the digital channel improved by double digits. Account managers say it is coming up positively in client conversations for the first time.

What did you like most about working with this company?

They kept the business objective visible throughout technical decision-making. I have worked with excellent engineers who lose the strategic thread as complexity increases. This team maintained a clear link between every architectural choice and the outcome we had agreed to achieve.

Would you recommend this company to others, and would you work with them again?

Absolutely. We are scoping a second engagement and I expect this to become a multi-year partnership. For anyone in the Insurance space looking for serious AI & Machine Learning delivery, I would put them at the top of the evaluation list.

Please describe your company, your role, and the industry you operate in.

We are a Energy & Utilities company based in Seoul, South Korea. My role as Product Manager at Gangnam Ventures Co Ltd means I sit at the intersection of business goals and technical delivery — which means I care a lot about vendors who can translate between both.

What specific problem or business challenge led you to hire this company?

A competitor move accelerated our timeline by six months. A IoT Development investment that had been planned for next year suddenly needed to happen now. Internal build was not viable — we needed to find the right external team quickly.

What services did the company provide for your project?

The core engagement was IoT Development delivery. During discovery they also provided technical consultancy that materially improved our requirements — things we would not have caught until development if they had not raised them. They also took ownership of the third-party integrations that had caused problems in previous projects.

Why did you choose this company over other providers you considered?

A peer in the Energy & Utilities sector had used them for a similar IoT Development engagement and recommended them without qualification. Our own due diligence confirmed the picture they described. The combination of domain knowledge and delivery track record made the decision straightforward.

How clearly did the company understand your requirements and business goals?

The requirements process took longer than we expected but the thoroughness showed in the development phase — we had noticeably fewer mid-sprint clarifications and no major requirement changes that required rework.

How was your overall experience with their communication and project management?

Very strong on the async side, which mattered given the time difference between Seoul, South Korea and the delivery team. Written updates were specific and consistent, decisions got responses the same day, and nothing was dropped across a five-month engagement. That discipline is harder than it looks.

Did the company deliver the project on time and within your expected budget?

Yes on both. There was one sprint where a third-party API dependency introduced a one-week slip. They flagged it three weeks before it became critical, presented two options, and we agreed on one that recovered the timeline within the same sprint. That kind of foresight is the difference between good and average project management.

What tangible results or business impact have you seen since the project was completed?

Four months live. User adoption exceeded our first-month target by around 20%. Support volume is down. Features we had deferred for years because the old architecture made them too expensive to build are now in active development. The platform opened our roadmap.

What did you like most about working with this company?

The post-launch engagement. Some vendors treat go-live as the end of their obligation. This team treated it as a transition to a different kind of engagement. Hypercare was substantive, documentation was genuinely useful, and they checked in proactively at thirty and ninety days.

Would you recommend this company to others, and would you work with them again?

Yes. I would specifically recommend them for IoT Development projects where getting the requirements right at the start is critical. That is where they earn their fees — and the downstream delivery reflects it.

Please describe your company, your role, and the industry you operate in.

As VP of Engineering at Adriatic Tech Srl, a Environmental Services organisation in Milan, Italy, I manage technology investment and delivery outcomes. We make commercial decisions about technology — every project needs a credible case before it gets approved.

What specific problem or business challenge led you to hire this company?

Our internal team was good but maxed out. The Data & Analytics work needed for this phase of the product required a depth of experience we did not have internally, and could not build in time.

What services did the company provide for your project?

The core engagement was Data & Analytics delivery. During discovery they also provided technical consultancy that materially improved our requirements — things we would not have caught until development if they had not raised them. They also took ownership of the third-party integrations that had caused problems in previous projects.

Why did you choose this company over other providers you considered?

Referral from someone whose technical judgment I trust. The due diligence we ran confirmed what we had been told. The proposal stage was also notably more thorough than the alternatives — they clearly understood the Data & Analytics requirements better than the other vendors we evaluated.

How clearly did the company understand your requirements and business goals?

The requirements process took longer than we expected but the thoroughness showed in the development phase — we had noticeably fewer mid-sprint clarifications and no major requirement changes that required rework.

How was your overall experience with their communication and project management?

Very strong on the async side, which mattered given the time difference between Milan, Italy and the delivery team. Written updates were specific and consistent, decisions got responses the same day, and nothing was dropped across a five-month engagement. That discipline is harder than it looks.

Did the company deliver the project on time and within your expected budget?

On time. Budget was within the approved ceiling, including one scope addition we introduced mid-project that was quoted fairly and handled in parallel without affecting the main delivery stream. No surprises at invoice stage.

What tangible results or business impact have you seen since the project was completed?

Hard to isolate perfectly given other business variables, but the metrics attributable to the Data & Analytics work are meaningful — session time up, conversion up, error rate down, NPS for the digital channel improved by double digits. Account managers say it is coming up positively in client conversations for the first time.

What did you like most about working with this company?

They kept the business objective visible throughout technical decision-making. I have worked with excellent engineers who lose the strategic thread as complexity increases. This team maintained a clear link between every architectural choice and the outcome we had agreed to achieve.

Would you recommend this company to others, and would you work with them again?

Yes. The value starts in the discovery phase — clients who invest time in that process will get the most out of the engagement. We did and it is evident in what was delivered.