Acmex.co

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

Hanam Tech Solutions is a Information Technology business based in Incheon, South Korea. As Director of Platform, I own the technology strategy and vendor relationships. Every spending decision gets evaluated against a concrete business case — we do not invest in technology for its own sake.

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

Our AI & Machine Learning capability had become the bottleneck for everything. Feature requests, client requirements, internal initiatives — all of them were queuing behind a platform we had patched past its design limits. We needed a proper rebuild.

What services did the company provide for your project?

Full AI & Machine Learning lifecycle — discovery, architecture, development across ten sprints, integration testing, performance validation, production deployment, and a four-week hypercare period. They also produced system documentation and ran structured knowledge transfer sessions for our team.

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?

Extremely well — partly because they had enough Information Technology context to ask the right questions without us having to explain the basics. The functional spec translated our business requirements into technical language with a precision that meant the development phase had almost no clarification cycles.

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. 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?

Biggest impact: our internal team is no longer spending three days a week maintaining a platform they hated working with. That productivity is now going into building. The platform change was as much about our engineering team's quality of life as it was about the end user.

What did you like most about working with this company?

Team continuity. The engineers who ran the discovery sessions built the system. That consistency over a five-month engagement is valuable in ways that are hard to articulate until you have worked on projects where it was absent. Every conversation built on the previous ones.

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 AI & Machine Learning partner in the Information Technology 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.

I am the Chief Data Officer at Zenith FinServ Ltd, a Government & Public Sector company headquartered in Bangalore, India. My role covers product, platform, and the vendor partnerships that support them. We had reached a point where our internal team could not execute our roadmap fast enough without outside help.

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 stated scope was IoT Development delivery. In practice they also contributed to product strategy conversations, flagged gaps in our requirements, and produced integration documentation that our partner vendors later told us was unusually thorough.

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

We had been through a failed engagement the year before and took vendor selection seriously this time. We asked specific questions about how they handle scope change, estimate work, and communicate problems. The answers were consistent across everyone we spoke to, which suggested the process was real rather than sales-trained.

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

Thoroughly. The requirements document they produced was detailed enough that our QA team used it directly to write acceptance criteria. Every story had a defined business outcome attached. Nothing was left to interpretation, which paid dividends all the way through to testing.

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. 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?

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 directness. When our requirements were unclear, they said so. When our priorities were contradictory, they explained why. When a technical approach we assumed was right had significant downsides, they told us before we committed. That kind of honesty is what I actually want from a technology partner.

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 Government & Public Sector 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 Product at Tel Aviv Ventures Ltd, a Logistics & Supply Chain organisation in Tel Aviv, Israel, 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?

A competitor move accelerated our timeline by six months. A AI & Machine Learning 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?

Full AI & Machine Learning lifecycle — discovery, architecture, development across ten sprints, integration testing, performance validation, production deployment, and a four-week hypercare period. They also produced system documentation and ran structured knowledge transfer sessions for our team.

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

We had been through a failed engagement the year before and took vendor selection seriously this time. We asked specific questions about how they handle scope change, estimate work, and communicate problems. The answers were consistent across everyone we spoke to, which suggested the process was real rather than sales-trained.

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

Thoroughly. The requirements document they produced was detailed enough that our QA team used it directly to write acceptance criteria. Every story had a defined business outcome attached. Nothing was left to interpretation, which paid dividends all the way through to testing.

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

Good. The sprint cadence worked well for our team. Fortnightly reviews gave us the checkpoints we needed. The one friction point — time zone overlap — was resolved after the first sprint and did not reoccur.

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?

The ROI case we presented to the board was intentionally conservative. We are tracking to hit the payback point in under twelve months against an eighteen-month model. The efficiency gains have exceeded the forecast, partly because the data quality the new system produces enables decisions the previous one could not support.

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 Logistics & Supply Chain 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.

Marina Bay Ventures Pte Ltd is a Mining & Metals business based in Singapore. As CTO, I own the technology strategy and vendor relationships. Every spending decision gets evaluated against a concrete business case — we do not invest in technology for its own sake.

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

Our previous vendor had left us with three years of accumulated technical debt. Delivery velocity had dropped to maybe a third of what it should have been. We needed new engineering eyes and a structured plan to dig out.

What services did the company provide for your project?

End-to-end DevOps Services 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?

The questions they asked during the briefing were the first signal. Vendors who ask precise questions in the sales process tend to apply the same discipline during delivery. The technical proposal was detailed, the team was senior, and the pricing was transparent. All three were factors.

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

Very well. The discovery process was more thorough than anything we had experienced before. They challenged requirements that were vague, proposed better alternatives where our thinking was limiting, and produced a spec that our stakeholders agreed was the clearest articulation of the product they had ever seen written down.

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

Communication was proactive and well-calibrated. Technical detail for the engineering audience, executive summaries for the steering group, and risks raised with proposed mitigations rather than just problem statements. The fortnightly sprint reviews kept our stakeholders informed without pulling them into every working session.

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

Yes. I had privately planned for a contingency given the integration complexity involved. None of it was needed. Final invoice came in within rounding of the approved budget and we launched on the agreed date. That outcome is less common than vendors would have you believe.

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

Biggest impact: our internal team is no longer spending three days a week maintaining a platform they hated working with. That productivity is now going into building. The platform change was as much about our engineering team's quality of life as it was about the end user.

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, without reservation. I have already referred two peers in the Mining & Metals sector who were facing similar DevOps Services challenges. I gave those referrals confidently because I know the experience I described was not a one-off — it reflects how they work.

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

Laurentian Tech Partners is a Gaming & Gambling business based in Montreal, Canada. As VP of Innovation, I own the technology strategy and vendor relationships. Every spending decision gets evaluated against a concrete business case — we do not invest in technology for its own sake.

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

Honestly, we had been deferring this AR/VR Development 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?

AR/VR Development design and build, plus the performance testing that revealed an architecture concern we needed to address before launch. The testing investment paid for itself. They also handled the deployment pipeline and monitoring configuration, which our internal team had not budgeted time for.

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

The questions they asked during the briefing were the first signal. Vendors who ask precise questions in the sales process tend to apply the same discipline during delivery. The technical proposal was detailed, the team was senior, and the pricing was transparent. All three were factors.

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

Honestly, better than we understood them ourselves going in. The workshops they ran surfaced assumptions we had not examined and caught three requirements that were in direct conflict with each other. Resolving those before development started saved us a significant amount of rework.

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?

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?

The ROI case we presented to the board was intentionally conservative. We are tracking to hit the payback point in under twelve months against an eighteen-month model. The efficiency gains have exceeded the forecast, partly because the data quality the new system produces enables decisions the previous one could not support.

What did you like most about working with this company?

The fact that problems surfaced upward before they became crises. I have worked on enough vendor engagements to know that the ability to manage upward — to raise bad news early rather than bury it — is genuinely rare. This team did it consistently.

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

Yes, without reservation. I have already referred two peers in the Gaming & Gambling sector who were facing similar AR/VR Development challenges. I gave those referrals confidently because I know the experience I described was not a one-off — it reflects how they work.