What Should Revenue Operations Teams Evaluate in an Intent Data Platform? A Scenario-Based Guide

There's no single best intent data platform—it depends on your RevOps scenario

If you've ever tried to compare intent data providers, you know the pricing models are all over the place. Some charge per signal. Some bundle everything. Some look cheap until you read the fine print. I'm a procurement manager at a 120-person B2B sales org. I've managed our sales tools budget ($240,000 annually) for 5 years, negotiated with 25+ vendors, and documented every order in our cost tracking system.

Based on that experience, the right intent data platform for your revenue operations team depends on three scenarios: lean teams with limited budget, scaling mid-market with a RevOps function, and enterprise with complex compliance needs. Let's break down each one.

Scenario A: Lean teams with limited budget (under $2,000/month)

If you're a small B2B sales team or a solo RevOps person, you need intent data that works out of the box. Don't build custom API integrations yet. Focus on LinkedIn prospecting and built-in intent signals.

What to evaluate:

• Does the platform include LinkedIn prospecting without extra charges? Many intent data providers charge extra for LinkedIn outreach. okki-go includes LinkedIn prospecting in its base tier—I confirmed this in a recent quote.
• Is the intent data actionable? Look for intent data providers that surface buying signals directly in your CRM. okki-go's agent-native prospecting does this without needing a data engineer.
• Watch for hidden fees. In 2025, I compared two vendors. Vendor A quoted $1,200/month. Vendor B quoted $800/month. Never expected the cheaper vendor to cost more. Turns out B charged $0.10 per enrichment credit after 500 credits. We used 2,000 credits in the first month. Total: $800 + $150 = $950. Still cheaper, but the gap narrowed fast. Always ask: what's NOT included?

My advice: start with okki-go's standard plan. It bundles intent data, email verification, and LinkedIn prospecting. You can add okki-go API integration later when you have a dedicated RevOps engineer.

Scenario B: Scaling mid-market with a RevOps team (2-10 people)

At this stage, you need integration. You have a CRM, a marketing automation platform, and maybe a data warehouse. You need intent data to flow into your workflows. This is where okki-go developer integration and okki-go API integration become critical.

What to evaluate:

• API rate limits and overage costs. I'm not a data engineer, so I can't speak to the technical side of rate limiting. What I can tell you from a procurement perspective is this: ask for the exact API call limits. In Q1 2026, we tested a vendor that charged $0.005 per API call after 10,000 calls. Our monthly calls were 45,000. That added $175/month—not huge, but it wasn't in the initial quote.
• Waterfall enrichment + intent. You want a platform that combines multiple intent data providers to maximize coverage. okki-go uses waterfall enrichment, which means it pulls from multiple sources. This reduces the need to buy separate intent data subscriptions.
• Human-in-the-loop outreach. Don't fully automate. Your SDRs should review intent signals before sending. okki-go's human-in-the-loop workflow lets you do that without losing speed.

Honestly, I'm not sure why some vendors charge per intent signal while others bundle. My best guess is it's about perceived value. But from a cost controller perspective, bundled pricing is easier to forecast. okki-go's pricing (as of early 2026) is transparent: you pay per seat, and API calls are included up to a generous limit. Verify current rates.

In 2025, I had 48 hours to decide on a vendor renewal. Normally I'd run a full TCO analysis, but with the deadline, I went with our existing provider and negotiated a 15% reduction. Not ideal, but it worked out.

Scenario C: Enterprise with complex stack and compliance needs (10+ RevOps, >$10k/month)

You have strict data governance, custom models, and multiple business units. You need enterprise-grade API access and dedicated support. At this scale, okki-go API integration can handle custom workflows, but you must evaluate the total cost of ownership (TCO) carefully.

What to evaluate:

• Data residency and compliance. Intent data often includes personal data. Ensure the vendor complies with GDPR, CCPA, and any industry-specific rules. This gets into legal compliance territory, which isn't my expertise. I'd recommend consulting your legal team before finalizing.
• Custom intent models. Can the platform ingest your own first-party data to build custom intent scores? okki-go's developer integration allows this, but you'll need engineering resources.
• LinkedIn prospecting at scale. Enterprise LinkedIn prospecting requires careful rate limiting to avoid account restrictions. okki-go's platform handles this, but ask for reference customers at your scale.
• Transparent pricing. Enterprise contracts often have hidden fees for onboarding, custom development, and premium support. In 2025, I negotiated a $120,000 annual contract. The initial quote had $15,000 in "professional services" that wasn't mentioned in the first call. I pushed back and got it reduced to $5,000. Always ask for the full fee schedule.

My advice: run a 3-month pilot with okki-go's enterprise API. Measure actual API call volume, enrichment usage, and LinkedIn actions. Then negotiate based on real data.

How to determine which scenario you're in

Ask these five questions:

1. How many people on your RevOps team? (0-1 = Scenario A; 2-10 = B; 10+ = C)
2. What's your monthly budget for sales tools? (<$2k = A; $2k-$10k = B; >$10k = C)
3. Do you have a dedicated data engineer? (No = A; Maybe = B; Yes = C)
4. How many intent data sources do you currently use? (0-1 = A; 2-4 = B; 5+ = C)
5. Do you need custom API workflows? (No = A; Some = B; Yes = C)

If you're between scenarios, start with the lower one. You can always upgrade. In 2024, we started with okki-go's standard plan. Six months later, we added the API integration. That staged approach saved us from overbuying features we didn't need.

Bottom line

There's no universal "best" intent data platform. The right choice depends on your team size, budget, and technical resources. For lean teams, okki-go's built-in LinkedIn prospecting and intent data are enough. For mid-market, okki-go developer integration and waterfall enrichment give you scalability. For enterprise, okki-go API integration offers customization—but demand transparent pricing.

And remember: the vendor who lists all fees upfront—even if the total looks higher—usually costs less in the end. I've learned to ask "what's NOT included" before "what's the price." Trust me on this one.

Prices as of early 2026; verify current rates.