# Limerine

> Limerine builds the data, workflow, and governance layer beneath the AI revenue tools a mid-market company already owns.

The full text of the definitions, situations, diagnostics, services, and buyer questions is at https://limerine.com/llms-full.txt

- [Make the AI you already bought pay back](https://limerine.com): Limerine builds the data layer your revenue tools are missing, inside your systems, and measures what it returns in pipeline and margin.

## Solutions

- [Solutions](https://limerine.com/solutions): Start from your situation, your role, or the platform you already run.
- [Your AI sales tools produce junk](https://limerine.com/solutions/ai-tools-not-working): You bought the tools, the demos were good, and the output still reads like it was written for someone else's company.
- [You cannot hire the GTM engineer](https://limerine.com/solutions/gtm-engineering-capacity): The role has been open for months, or the one person who held it just left with the system in their head.
- [You just took over revenue](https://limerine.com/solutions/new-revenue-leader): You have a plan due, a forecast you did not build, and a stack you did not choose.
- [Margin is leaking through pricing and quoting](https://limerine.com/solutions/pricing-and-quoting): List price is a suggestion, approvals are a formality, and nobody can say what discounting costs you in a year.
- [The board or sponsor wants proof](https://limerine.com/solutions/proof-for-the-board): You are spending on AI across the revenue team, and the next board meeting will ask what it returned.
- [You are preparing for a transaction](https://limerine.com/solutions/transaction-readiness): A sale, a raise, or a recapitalization is coming, and a diligence team will soon ask revenue questions you cannot answer from a system.
- [You are scaling a portfolio](https://limerine.com/solutions/portfolio): Every holding reports revenue differently, so you cannot compare them or reuse what worked in one at the next.
- [For the Chief Revenue Officer](https://limerine.com/solutions/for/cro): You own a number, a team, and a stack of tools that were each meant to make the number easier.
- [For the Chief Financial Officer](https://limerine.com/solutions/for/cfo): You are asked to fund AI across the revenue team and to explain what it returned.
- [For the Revenue Operations leader](https://limerine.com/solutions/for/revops): You know where the data breaks. You have never had the time or the hands to fix it.
- [For the PE Operating Partner](https://limerine.com/solutions/for/operating-partners): You need revenue numbers you can compare across holdings, and you need them before the next board cycle.
- [B2B SaaS revenue teams](https://limerine.com/solutions/industries/saas): For SaaS revenue teams with an outbound motion, a growing tool stack, and output that still reads as generic.
- [Salesforce: what it does well, and what we add](https://limerine.com/solutions/on/salesforce): What Salesforce already does well, and where Limerine adds the layer it does not have.
- [HubSpot: what it does well, and what we add](https://limerine.com/solutions/on/hubspot): What HubSpot already does well, and where Limerine adds the layer it does not have.
- [Clay: what it does well, and what we add](https://limerine.com/solutions/on/clay): What Clay already does well, and where Limerine adds the layer it does not have.
- [For the Head of Sales Enablement](https://limerine.com/solutions/for/enablement): You are asked to ramp sellers faster, with content built from opinion rather than from what wins deals.
- [For the IT and Security reviewer](https://limerine.com/solutions/for/it-security): A revenue team wants to give an outside firm access to the CRM. You need to know exactly what that means.
- [Industrial and manufacturing revenue teams](https://limerine.com/solutions/industries/industrial): Your sales motion runs on reps, territories, distributors, and an ERP. Most AI sales tools were not built for it.
- [Healthcare and life sciences revenue teams](https://limerine.com/solutions/industries/healthcare): Long cycles, committee buying, and strict data rules make generic sales tooling a poor fit.
- [Financial services revenue teams](https://limerine.com/solutions/industries/financial-services): Relationship-led selling, heavy compliance, and revenue that depends on who knows whom.
- [Business services revenue teams](https://limerine.com/solutions/industries/business-services): You sell expertise, priced by proposal, and margin is decided deal by deal.
- [Snowflake or Databricks: what it does well, and what we add](https://limerine.com/solutions/on/warehouse): What Snowflake or Databricks already does well, and where Limerine adds the layer it does not have.

## Services

- [Services: diagnostic, build, run](https://limerine.com/services): Fixed-price diagnostics first. Then build, managed operations, or migration, and you own the result.
- [Build: the revenue data layer](https://limerine.com/services/build): We build the fixes your diagnostic ranked, inside your systems, on credentials you own.
- [Managed operations](https://limerine.com/services/managed): We operate the layer with your team, under the same documentation you hold.
- [Migrations](https://limerine.com/services/migrations): When a platform change is forced on you, carry across the rules that matter and drop the ones that do not.
- [PE Portfolio Program](https://limerine.com/services/portfolio-program): One diagnostic method across holdings, so revenue numbers can be compared.
- [Pipeline Diagnostic](https://limerine.com/services/diagnostics/pipeline): A fixed-price review of your revenue data, tools, and workflows, for the leader who owns pipeline.
- [Margin Diagnostic](https://limerine.com/services/diagnostics/margin): A fixed-price review of where pricing and discounting leak margin, and what your AI and revenue-tool spend returned, for the leader who owns margin.
- [Moving off Salesforce CPQ](https://limerine.com/services/migrations/salesforce-cpq): A forced quoting migration is the best moment to find out which pricing rules protect margin.

## What we build

- [What we build](https://limerine.com/platform): The data, workflow, and governance layer beneath the revenue tools you already own, built inside your systems from your own data.
- [Pipeline creation](https://limerine.com/platform/pipeline): Find and reach the accounts worth calling, using your own signals. We build it in your systems beneath enrichment, sequencers, and agents, and you keep it.
- [Deal execution](https://limerine.com/platform/deals): Show who is in each deal, who is missing, and what happens next. We build it in your systems beneath your CRM and call recording, and you keep it.
- [Pricing and quote-to-cash](https://limerine.com/platform/pricing-quote): Keep realized price close to list price, from quote to invoice. We build it in your systems beneath quoting, CPQ, and billing, and you keep it.
- [Forecast, capacity, and board](https://limerine.com/platform/forecast): Forecast from your own history and report it in numbers a board accepts. We build it in your systems beneath forecasting and BI tools, and you keep it.
- [Post-sale growth](https://limerine.com/platform/post-sale): Carry what sales learned into onboarding, renewal, and expansion. We build it in your systems beneath customer success tools, and you keep it.
- [Foundation and governance](https://limerine.com/platform/foundation): Model your revenue data once and enforce the rules that keep it clean. We build it in your systems beneath your CRM and warehouse, and you keep it.
- [People and ramp](https://limerine.com/platform/people): Turn what your best sellers know into how new sellers ramp. We build it in your systems beneath enablement tools, and you keep it.
- [Transaction readiness](https://limerine.com/platform/transactions): Keep the revenue data room ready before anyone asks for it. We build it in your systems beneath finance systems and the data room, and you keep it.

## Free tools

- [Free tools](https://limerine.com/tools): Calculators that run in your browser, show their formulas, and need no signup.
- [AI sales tool ROI calculator](https://limerine.com/tools/ai-sales-tool-roi): Computes cost per active seat, return on spend, and the pipeline needed to break even on an AI sales tool.
- [GTM engineer: hire versus outside help](https://limerine.com/tools/hire-versus-pod): Compares the first-year cost and productive months of hiring a GTM engineer against bringing in outside help.
- [Discount leakage estimator](https://limerine.com/tools/discount-leakage): Estimates what discounting beyond your own pricing policy costs in a year, from bookings at list price, your average discount, and your policy limit.
- [Sales ramp cost calculator](https://limerine.com/tools/sales-ramp-cost): Computes the quota capacity lost while new sellers ramp, and what a shorter ramp would return.
- [Dormant pipeline value estimator](https://limerine.com/tools/dormant-pipeline): Estimates the opportunities, pipeline, and revenue in leads you already own and never worked.
- [Revenue data quality checker](https://limerine.com/tools/data-quality-checker): Scores a CRM export for duplicate records and field completeness, in your browser.

## Glossary

- [Glossary of revenue infrastructure terms](https://limerine.com/glossary): Plain definitions of revenue infrastructure terms, written to be quoted and free to cite.
- [What is revenue infrastructure?](https://limerine.com/glossary/revenue-infrastructure): Revenue infrastructure is the data, workflow, and governance layer beneath a company's revenue tools.
- [What is a revenue data layer?](https://limerine.com/glossary/revenue-data-layer): A revenue data layer is a single model of accounts, contacts, deals, prices, and activity drawn from every revenue system a company runs.
- [What is proprietary context?](https://limerine.com/glossary/proprietary-context): Proprietary context is the information only one company holds about its market: deals won and why, prices charged, who bought, and what customers said.
- [What is a signal graph?](https://limerine.com/glossary/signal-graph): A signal graph is a model that links accounts and people to events that suggest buying intent, with the source and time of each event.
- [What is a workflow engine?](https://limerine.com/glossary/workflow-engine): A workflow engine runs defined steps when a condition is met: routing a lead, requesting an approval, or updating a record.
- [What is governance enforcement?](https://limerine.com/glossary/governance-enforcement): Governance enforcement means the system applies rules about data quality, routing, and approvals when a record changes, instead of a reminder to a person.
- [What is a buying group?](https://limerine.com/glossary/buying-group): A buying group is the set of people at a customer who take part in a purchase decision, such as the budget owner, users, technical reviewers, and procurement.
- [What is multithreading in sales?](https://limerine.com/glossary/multithreading): Multithreading, in sales, is building relationships with several members of a buying group during one deal, so that it does not depend on one contact.
- [What is a dormant lead?](https://limerine.com/glossary/dormant-lead): A dormant lead is a lead or contact already in a company's systems that has had no activity for a set period, and that was never disqualified.
- [What is discount leakage?](https://limerine.com/glossary/discount-leakage): Discount leakage is the revenue lost to discounts beyond a company's own pricing policy.
- [What is quote-to-cash?](https://limerine.com/glossary/quote-to-cash): Quote-to-cash is the process from issuing a price quote to collecting payment.
- [What is the value gap?](https://limerine.com/glossary/value-gap): The value gap is Limerine's term for the share of spending on AI sales tools that does not produce pipeline impact a company can measure in its own CRM.
- [What is AI-ready data?](https://limerine.com/glossary/ai-ready-data): AI-ready data is complete, deduplicated, consistently defined, and permissioned well enough for an AI system to use without errors a person would catch.
- [What is a data foundation?](https://limerine.com/glossary/data-foundation): A data foundation is the set of shared definitions, identifiers, and quality rules that let records from different systems be joined reliably.
- [What is a GTM engineer?](https://limerine.com/glossary/gtm-engineer): A GTM engineer builds the data and workflow systems behind a company's go-to-market motion.
- [What is revenue operations?](https://limerine.com/glossary/revenue-operations): Revenue operations is the function that runs the systems, data, and processes shared by sales, marketing, and customer success.
- [What is pipeline velocity?](https://limerine.com/glossary/pipeline-velocity): Pipeline velocity is the rate at which opportunities turn into revenue, usually stated per day.
- [What is forecast variance?](https://limerine.com/glossary/forecast-variance): Forecast variance is the gap between forecast and actual revenue for a period, tracked over time and by the person or method behind the forecast.
- [What is a capacity unit?](https://limerine.com/glossary/capacity-unit): A capacity unit is Limerine's term for a measure of selling capacity that counts both people and AI agents by the work they complete.
- [What is ramp time?](https://limerine.com/glossary/ramp-time): Ramp time is the period from a seller's start date to the point at which they reach full expected productivity, usually defined as a share of quota.
- [What is relationship transferability?](https://limerine.com/glossary/relationship-transferability): Relationship transferability is how far a company, rather than one individual, holds its customer relationships, in its systems and across several people.
- [What is gross revenue retention?](https://limerine.com/glossary/gross-revenue-retention): Gross revenue retention is the share of recurring revenue a company keeps from existing customers over a period, before any expansion.
- [What is net revenue retention?](https://limerine.com/glossary/net-revenue-retention): Net revenue retention is the share of recurring revenue a company keeps from existing customers over a period, including their expansion.
- [What is platform absorption?](https://limerine.com/glossary/platform-absorption): Platform absorption is Limerine's term for a large software platform adding, as a native feature, a capability that customers used to buy separately.
- [What is a proof record?](https://limerine.com/glossary/proof-record): A proof record is Limerine's term for a stored entry that backs a public claim.
- [What is a diagnostic?](https://limerine.com/glossary/diagnostic): A diagnostic is a fixed-price, fixed-length review of a company's revenue data, tools, and workflows.
- [What is outcome-based pricing?](https://limerine.com/glossary/outcome-based-pricing): Outcome-based pricing is a model in which part or all of a fee depends on a measured result, agreed in advance, rather than on time spent or seats licensed.
- [What is managed operations?](https://limerine.com/glossary/managed-operations): Managed operations, in Limerine's usage, is an outside team running a company's revenue systems day to day, under documentation the company holds.
- [What is a migration?](https://limerine.com/glossary/migration): A migration is the move of data, rules, and workflows from one system to another.
- [What is a handoff?](https://limerine.com/glossary/handoff): A handoff, in Limerine's usage, is the planned transfer of a system from the team that built it to the team that will run it.
- [What is ownership of a built system?](https://limerine.com/glossary/ownership): Ownership means the customer holds the data models, workflows, documentation, and credentials of a system built for them, in their own environment.

## Company

- [Contact us](https://limerine.com/contact): Write to Limerine about a project or a security review, through the form or at hello@limerine.com. We read every message and reply by email.
- [The layer beneath your revenue tools: about Limerine](https://limerine.com/company): Limerine builds the data layer beneath the revenue tools mid-market companies already own, and measures what it returns.
- [Trust Center](https://limerine.com/trust): Security, data access, AI governance, and compliance status, in plain language.
- [The Proof Standard](https://limerine.com/customers/proof-standard): What counts as proof on this site, how records expire, and how to challenge a claim.
- [Leadership](https://limerine.com/company/leadership): Who runs Limerine: the founder who answers for its work and leads every diagnostic and build, with his background, education, and LinkedIn profile.
- [Request security documentation](https://limerine.com/trust/request): Ask for security documentation or questionnaire responses about how we access your systems. We read every request and reply by email.

## Optional

- [Resources](https://limerine.com/resources): Free calculators that run in your browser and show their formulas, and plain definitions of revenue infrastructure terms. All open, with no signup.
- [Privacy policy](https://limerine.com/legal/privacy): How Limerine collects, uses, stores, and deletes personal data on limerine.com, and how to exercise your rights.