We help revenue teams build the account memory, AI workflows, and operating systems they are trying to hire GTM Engineers to create.
Working with the some of the best GTM systems operators:
















Why this exists
The work is no longer just CRM administration or RevOps reporting. Modern revenue teams need reusable context, internal workflows, and AI systems that understand accounts over time.
GTM Engineer, GTM AI Engineer, Director of GTM Automations & Data, and Head of GTM Systems roles are converging around the same work.
The recurring ask is consistent: build AI workflows, unify revenue data, ship internal copilots, and make account context reusable.
The budget is real: teams are paying senior engineering compensation to solve what the existing stack does not solve.
Before and after
What your team is doing now
What the function should produce
Executive architecture
Your systems of record and workflow tools stay in place. oper8r gives the workflows around them the memory layer teams keep re-deriving by hand.
Systems you already use
oper8r GTM memory layer
Identity
Resolve people, accounts, opportunities, owners, and artifacts into the same operating context.
Account graph
Connect stakeholders, objections, open work, promises, risks, and product signals over time.
Signals
Keep the important changes moving through briefs, handoffs, renewals, and enablement surfaces.
Source evidence
Ground responses and recommendations in approved material, transcripts, notes, and system records.
Workflow recipes
Turn repeated GTM work into reusable operating patterns your team can inspect and improve.
Workflows revenue teams need
No rip-and-replace
Systems of record remain authoritative.
Evidence travels with the output
Briefs, responses, and handoffs stay grounded.
Workflows improve over time
The memory layer compounds with each motion.
Use cases
Walk into customer meetings with recent activity, stakeholders, risks, and open threads already assembled.
Generate outreach and follow-up from account context, prior touches, signals, and approved messaging.
Answer security questionnaires and RFPs from approved sources with reusable citations and review paths.
Turn discovery notes, calls, and CRM context into technical handoffs that preserve buyer intent and risk.
Track requirements, promised outcomes, blockers, owners, and proof points through evaluation.
Move closed-won customers into onboarding with promises, champions, use cases, and expansion paths intact.
Surface usage, sentiment, support, relationship, and commitment signals before the renewal motion starts.
Help new GTM hires learn the accounts, objections, precedents, and internal experts that matter.
Build vs buy
The question is whether your engineers should spend the next 4-6 months rebuilding entity resolution, source ingestion, workflow memory, evals, and reliability plumbing before the first GTM workflow works.
oper8r gives the GTM engineering function a head start: the primitives, implementation judgment, and operating surfaces needed to ship useful workflows sooner.
How we work
Hosted, self-hosted, or deployed into your environment depending on security and procurement requirements.
Audit the GTM workflow drag
Map the source systems and account memory gaps
Design the first operating surface
Implement, test, and hand off the workflow