Sales efficiency is the ratio between what your team produces (qualified meetings, pipeline, closed revenue) and what it costs (salaries, tools, time). Doing more with less in 2026 does not mean asking reps to grind harder. It means moving three numbers: conversations per rep per day, the share of those conversations held with the right contact, and the number of tools you pay for but barely use. Here is how we think about it at Sonik, with the data behind each lever.

Measure efficiency in meetings per rep per week

Dials are an input. Emails sent are an input. The only output finance can put a price on is a qualified meeting that an AE accepts.

So start there. Pull last quarter and compute meetings booked per rep per week. Then compute cost per meeting: the fully loaded cost of the SDR (salary, employer charges, seat licences) divided by meetings booked.

The arithmetic is brutal and useful. A French SDR costing 45,000 euros a year who books 3 meetings a week produces about 140 meetings a year, roughly 320 euros each. The same rep at 6 meetings a week brings that down to about 160 euros. Nothing changed in headcount. That is what "more with less" looks like on a spreadsheet.

In our experience, most teams that want to "do more with less" have never computed this number. Once they do, the conversation shifts from "who do we cut" to "what blocks the 3-a-week rep from becoming the 6-a-week rep".

Lever 1: five times more conversations from the same seat

Across the 1,000,000 French B2B cold calls we analysed with Quentin Despas (Katana), the average connect rate is 11.3%. That means a rep needs roughly nine dials for one conversation. Dialing by hand, a rep spends most of the hour listening to ringing and voicemail.

Parallel dialing changes the denominator. Reps on Sonik hold 5x more conversations for the same hour on the phone, because the system dials several numbers at once and hands the rep the one that picks up. Our north-star funnel is 20 conversations per day per SDR, which no manual dialer gets close to.

Timing is the free multiplier. Connect rates in our benchmark reach 15.8% at 4pm and 14% at 10am, against 9.8% at 8am. Founders pick up around 10am, marketing around 4pm, HR around 1pm. Block the calling hours by persona and you lift conversations without a single extra dial.

More detail on the dialing side is in our post on how to make more sales calls without hiring more SDRs.

Lever 2: better targets from the CRM you already pay for

Efficiency is not only about volume. It is about who is on the other end of the line.

Reps use only about 20% of the signals already sitting in their CRM: website visits, job changes, closed-lost deals coming up on renewal, dormant leads who once said "later". At Sonik, 50% of our own pipeline comes from signals that were already in the CRM before anyone bought a data list.

One example. A cold call to a known contact that opens with "How have you been?" succeeds about 10% of the time in our data, versus about 1.5% for a standard cold open. Same rep, same phone, seven times the outcome, and the data cost nothing. We wrote the playbook for it in how to reactivate dormant leads.

The efficiency play is to route the first calling block of each day to signal-based accounts, and to push cold lists to the afternoon when connect rates are higher anyway.

Lever 3: consolidate the stack and fund the change with it

Most outbound teams run a sequencer, a data provider, an enrichment tool, a dialer, a call recorder and an intent feed, each with its own seat price. We have seen teams use only a fraction of it; we wrote about it in why sales teams only use 20% of their sales stack.

Run a one-hour audit this week. List every tool with a sales seat, its monthly cost per rep, and the last time each rep logged in. In our experience the list always contains at least one tool nobody has opened in 60 days and two tools that overlap.

The money freed is the budget for the tool that moves meetings per rep. A hiring freeze saves recruiting fees, three months of ramp and a desk; redirecting a fraction of that into conversation capacity is the cheapest pipeline you will buy this year.

What I learned about efficiency at Google Cloud

I spent five years as an AE at Google Cloud. My quota went from 1.5 million to 10 million euros. My territory did not get six times more people. What changed was the share of my week spent talking to accounts with a live reason to buy, and the amount of research that someone (or something) did for me before the call.

That experience is why Sonik exists. The rep who talks to 20 people a day with a reason to call each of them beats the rep who sends 200 emails, every quarter, with no extra headcount.

How Sonik approaches sales efficiency

Sonik is an AI sales dialer built around the three levers above. The parallel dialer gives each rep 5x more conversations per hour. Signals pull website visitors, job changes, closed-lost and dormant leads out of the CRM into the day's calling list. AI call prep writes the trigger-based opener before the call rings.

Our mission is simple: 2x more meetings through 5x more conversations with the right contacts, from the team you already have. Pricing is per seat and public on our pricing page, so the cost-per-meeting math is easy to run before you buy.

Conclusion

Doing more with less is a measurement problem before it is a motivation problem. Compute cost per meeting per rep, then attack the three levers: conversations per hour, signal-based targeting, stack consolidation. This week, pull last quarter's meetings per rep per week and price each one. The number will tell you which lever to pull first.