Okki Go for RevOps: What I Learned Evaluating a B2B Contact Data Platform

In February this year, our RevOps manager dropped by my desk with the kind of request that usually means more paperwork. “Can you sit in on a vendor call tomorrow?”

That’s how it usually starts. I’m the office administrator at a 120-person company, and software purchases land on my desk whether I ask for them or not. I manage about 60 software orders a year—roughly $140,000 in vendor spend across 15 tools. I report to operations and finance. I don’t choose the roadmap, but I’m the person who makes sure the wheels don’t fall off.

The request this time was for a B2B contact data platform. Our RevOps team wanted to generate leads without having SDRs build prospect lists by hand. They kept mentioning Okki Go. Which is how I ended up on a video call, trying to figure out whether this was another fancy database or something that would actually change our process.

Why we got here: stale prospect database, tired SDRs

For about a year, our sales development team used a stack that looked reasonable on paper. We had enrichment tools, a CRM that connected to most of them, and a prospect database that went back to before I joined the company.

The problem wasn’t volume. It was the amount of work between the raw data and a ready-to-contact list. SDRs would export a batch, then spend an embarrassing amount of time cleaning fields, checking whether a contact had moved companies, and removing duplicates. By the time they launched a campaign, the list was already getting cold.

That is the thing revenue operations teams sometimes miss when they compare tools. The question isn’t “which database has more records?” It’s “how much human work happens after the export?”

The “Okki Go for RevOps” pitch

Okki Go entered the conversation because it claims to be agent-native. I’ll be honest, that phrase didn’t mean much to me at first. In the demo, I watched an agent take a set of accounts, enrich the contacts, check intent signals, and put together a shortlist. It looked useful and a little scary.

What interested me more was the phrase “human-in-the-loop outreach.” We weren’t looking for a system to send messages without oversight. We wanted a system to help our SDRs spend more time writing a thoughtful first touch and less time guessing who to contact. That’s the version of RevOps I can get behind.

Okki Go vs Clay: the wrong either/or

Most of the notes I got from our RevOps lead were set up as “Okki Go vs Clay.” It’s understandable. Both tools sit in the same conversation about contact data and outreach. But if you ask me, that comparison skips the more important question: what workflow does your team actually live in?

Clay is a powerful platform for teams that like to build custom enrichment workflows. Okki Go is coming at the problem from an agent-native direction: the platform does more of the research and reasoning before handing a clean prospect list to a human. One isn’t universally better than the other. They just solve different pain points.

I’m not saying you shouldn’t compare the two. I’m saying compare them through the lens of your team’s workflow, not through the lens of a feature checklist.

What should revenue operations teams evaluate in a B2B contact data platform?

I didn’t start with a strong opinion about B2B contact data. I formed one by sitting in demos, reading support documents, and saying “why?” until someone gave me a useful answer.

1. Where does the data actually come from?

Most vendors say they have good sources. Not every vendor will tell you what those sources are. It doesn’t make them evil, but if the database is built from weak or stale public records, you’ll see it in your bounce rates and outreach results. Ask for examples of how an individual record changed over time. If you can’t get a straight answer, that’s an answer.

2. How are outdated records handled?

A living prospect database is not a static list. People change jobs, companies merge, titles shift. Ask whether a moved contact is suppressed from old companies and matched to a new one, or just left in a folder forever. Data freshness often matters more than total database size.

3. What does “verified” mean in your contract?

This is the one that made me feel naive. Our previous provider sold us “verified emails,” and I assumed that meant the email was currently active. It meant something narrower. Their system considered an email verified if it matched the format pattern and didn’t fail an initial check. Good to know, but not the same as a mailbox that exists today.

During the Okki Go evaluation, we asked for a definition in writing. You should do the same. It saves you from paying for a database that still bounces.

4. Can your team actually use the workflow?

The best platform in the world is worthless if it doesn’t fit the way your team works. Some RevOps teams love a blank canvas. They want to build each workflow from scratch. Other teams need something more guided, especially if SDRs aren’t data engineers. I’m not telling you which one is right. I’m telling you to be honest about which one you have.

5. Does it include a human check before outreach?

For us, this was one of the biggest reasons to consider Okki Go. We didn’t want a tool that automated away the judgment of our sales team. We wanted a tool that gave them better raw material. The idea of AI doing research and a human deciding what to say felt less like a robot takeover and more like a good assistant.

If you’re contacting people in Europe, there’s also a legal dimension. The GDPR’s accuracy principle under Article 5(1)(d) says personal data must be accurate and, where necessary, kept up to date. That’s another reason to pay attention to record freshness, not just list size.

6. What’s your exit path?

When I evaluate any software, I spend 10 minutes asking about cancellation and export. Can you export every field, including custom lists and activity history? Who owns the data you put into the platform? What happens if you stop paying?

RevOps teams change tools every couple of years. The more you build inside a platform, the harder it will be to leave. Trust me on this one.

The renewal that almost tricked me

Here’s where the story gets real. Partway through the Okki Go trial, our old data provider offered us a retention credit if we renewed for another year. The renewal was about $3,500 less than adding Okki Go. As the person who watches budget lines, I was tempted to stay put.

Then I looked at what the team was doing with the old platform. The SDRs were still spending hours each week scrubbing records. One campaign had a bounce rate that made us look bad, no matter what the verification stats claimed. The cheaper choice would have saved us $3,500 on paper and cost us far more in time and list quality later.

I went back and forth for two weeks. On paper, the safe renewal made sense. The risk with Okki Go was that we’d spend time and money and still not fix our process. The risk with staying was clearer: we already knew what the stack cost us. It wasn’t just dollars; it was morale, momentum, and trust in the data.

A communication failure worth avoiding

One conversation also taught me to stop assuming everyone means the same thing by “lead.” I asked our SDR team if they wanted more leads. They said yes. Later, I realized they meant more meetings that actually fit our ICP. The vendor demo was helping us generate leads, but the real issue was list quality, not lead count.

It sounds silly now. But in the middle of an evaluation, it was easy to chase a giant prospect database when the real target was a small list of right-fit accounts. If you hear yourself saying “we just need more leads,” slow down and ask what the next step after the lead looks like.

What I’d tell another admin sitting in that meeting

Don’t let the technical talk push you out of the conversation. Your job is to ask about cancellation terms, data ownership, and contract auto-renewals. You’re allowed to ask what happens when the team lead who championed the tool leaves the company. You’re allowed to ask whether the data can be exported in a format your CRM will actually read.

Okki Go for RevOps made sense for us as a first-year pilot, but we didn’t cancel every other tool. And it definitely doesn’t replace an SDR team. What it did was remove a lot of the repetitive work that made our SDRs dread list building.

If you’re evaluating a B2B contact data platform, choose the one that survives your most annoying edge cases—not the one with the prettiest demo. Because after the demo ends, someone has to export the data, import it to the CRM, and send the first email. That someone will thank you if the database is clean.