Avecoda is the company behind Neolect. We've spent years working at the intersection of four disciplines that most teams treat separately: agentic AI, systems integration, data processing at scale, and revenue operations. Neolect exists because that combination is exactly what the problem demands.
A year of AI-on-top-of-CRM launches taught the market a hard lesson: intelligence is only as good as the data beneath it, and most of that data is sparse, biased and dependent on what a rep remembered to type. Bolting a model onto a dirty record doesn't fix the record.
Closing the gap properly requires capturing evidence at the source, reconciling it into something clean, reasoning over it safely, and shaping the whole thing to how a specific revenue team actually sells. No single discipline gets you there. Avecoda was built around all four.
Deep experience building systems where agents do real judgment work — recognizing patterns, drafting in a person's voice, recommending the next move — with the discipline to keep them reasoning over clean, assembled evidence rather than raw data. We know where agents belong, where deterministic logic belongs, and how to keep the boundary between them safe.
The unglamorous work of connecting to every system where a deal actually lives — email, calendar, meetings, calls, the CRM and the wider revenue stack — reliably and at scale. Capture at the source is the foundation Neolect stands on, and getting it right across messy, real-world systems is a craft we've spent years refining.
Turning a flood of raw activity into structured, reconciled, trustworthy evidence — deduplicated, associated to the right deal, and shaped into signals that mean something. This is the layer that makes everything above it credible, and it's where a great deal of the hard engineering actually lives.
We understand the work because we've lived it — the forecast nobody trusts, the report that takes three days, the rep who spends half the week feeding the system instead of selling. Neolect is shaped by people who know what a champion, a slip and a clean handoff actually look like in practice.
We don't point intelligence at dirty data and hope. We capture and reconcile the evidence first, then let judgment run over something clean. The order is the whole difference.
Human-in-the-loop, permissions, audit trails and reversible actions are designed in from the start — because a system that touches the revenue record has to hold up to scrutiny.
We deliver through forward-deployed engineers who sit with your team, build around your motion, and own the outcome — then stay engaged as that motion changes.
We didn't build another AI feature. We built the intelligence layer that works alongside your CRM — and the team to make it real inside your organization.
Neolect is for organizations that have invested in a system of record and want to get the fullest value from it. We work alongside whatever CRM you already run — there's no migration and no rip-and-replace, because Neolect is a capability you add, not a project you take on.
If you're carrying a real plan, feeling the forecast you can't trust and the selling time you can't recover, that's exactly the gap we built Avecoda to close.