A 22-person AI agency in Boston adopted OKRs after reading about how Google uses them. The first quarter, they set 14 objectives with 47 key results across the company. Nobody could remember more than a few. Team members created elaborate spreadsheets that went untouched after the kickoff meeting. By the end of Q1, the founder admitted in an all-hands that the OKR experiment had failed and they were going back to simple goal lists.
Eighteen months later, they tried again with a completely different approach. Three company objectives, each with three key results. Weekly check-ins that took 10 minutes. Clear ownership for every key result. This time, it stuck. Within two quarters, the agency saw a 35% improvement in project delivery timelines, increased their average deal size by $18,000, and reduced employee turnover from 28% to 12%. Same agency, same people, same framework. The difference was entirely in how they implemented it.
OKRs work for AI agencies. But the standard OKR playbook, designed for tech companies with hundreds or thousands of employees, needs significant adaptation for a 10-50 person professional services firm. Let us build the right approach.
Why AI Agencies Need OKRs (And Why Standard Goal Setting Falls Short)
AI agencies face a specific challenge that makes traditional goal setting insufficient: they are pulled in too many directions simultaneously.
Client demands are constant and urgent. Every client believes their project should be the team's top priority. Without a clear framework for what the agency is trying to achieve at the organizational level, client work expands to consume all available capacity. Internal improvements, strategic initiatives, and long-term investments get perpetually deferred.
Traditional goal setting, a list of things you want to accomplish this quarter, does not solve this problem because it lacks the structure to distinguish between aspirational outcomes and the measurable results that indicate progress. You end up with either vague goals ("improve client satisfaction") or task lists disguised as goals ("implement a new project management tool").
OKRs solve this by separating the aspirational direction (the Objective) from the measurable evidence of progress (the Key Results). This separation forces clarity about what success looks like and makes it possible to track whether you are actually getting there.
The AI Agency OKR Structure
Company Level: 2-3 Objectives Per Quarter
At the company level, you need at most three objectives per quarter. Ideally two. These should represent the most important things the agency needs to achieve in the next 90 days, beyond delivering client work.
Client delivery is not an OKR. It is your operating responsibility. OKRs should focus on improving, growing, or transforming the agency.
Good company-level objectives for AI agencies:
- Build a repeatable sales engine that reduces founder dependency
- Establish operational processes that enable profitable delivery at twice our current volume
- Develop a technical differentiation that makes us the obvious choice in our niche
- Create a talent development system that retains our best people
Bad company-level objectives:
- Deliver all client projects on time (this is an operating standard, not an OKR)
- Increase revenue (too vague, and revenue is an outcome of many things)
- Hire five people (this is a task, not an objective)
Key Results: 2-4 Per Objective
Each objective should have two to four key results. Key results must be measurable, time-bound, and binary, meaning at the end of the quarter you can clearly say whether you achieved them or not.
Example Objective: Build a repeatable sales engine that reduces founder dependency.
Key Results:
- Close $200,000 in new contracts where the founder was not the primary seller (currently $0)
- Reduce average sales cycle from 47 days to 35 days
- Achieve a 25% proposal-to-close ratio (currently 18%)
Example Objective: Establish operational processes that enable profitable delivery at twice our current volume.
Key Results:
- Reduce average project kickoff time from 12 days to 5 days after contract signing
- Achieve 90% on-time project milestone delivery (currently 64%)
- Increase average project gross margin from 38% to 48%
Department or Team Level: 1-2 Objectives Per Quarter
If your agency has distinct teams (engineering, sales, operations), each team can have one to two objectives that support the company objectives. At a 15-person agency, department OKRs are often unnecessary. The company OKRs are specific enough to guide everyone.
For larger agencies (25+), team-level OKRs add alignment. The engineering team's objective might focus on delivery quality, while the sales team's objective focuses on pipeline generation. Both should clearly connect to company-level objectives.
Individual Level: Skip Them
Here is where the standard OKR playbook diverges from what works for agencies. Individual OKRs are rarely worth the effort at agencies under 50 people. They create excessive overhead and often devolve into repackaged job descriptions.
Instead of individual OKRs, assign individual ownership of specific key results. One person owns the metric and is responsible for driving progress. They do not need their own set of objectives and key results on top of that.
Setting OKRs: The Quarterly Process
Two Weeks Before Quarter Start: Reflection and Input Gathering
The leadership team (founders, department heads, senior individual contributors) reviews:
- Last quarter's OKR results. What was achieved, what was not, and why?
- Current business metrics. Revenue, pipeline, utilization, margins, retention.
- Client feedback and market signals. What are clients asking for? What is changing in the competitive landscape?
- Team feedback. What operational pain points are the team experiencing?
Gather input from the broader team through a simple survey or one-on-one conversations. Ask two questions: "What is the biggest thing holding the agency back right now?" and "If you could change one thing about how we operate, what would it be?"
One Week Before Quarter Start: Draft and Debate
The leadership team drafts the company-level OKRs. This should be a 2-3 hour working session, not a quick email thread. Debate the objectives. Challenge whether they are genuinely the most important things. Pressure-test the key results for measurability and ambition.
The ambition calibration. OKR purists advocate for "stretch goals" where 70% achievement is considered success. For agencies, this creates confusion. Clients, team members, and partners expect you to hit your targets. Instead, set OKRs that are ambitious but achievable, where 100% achievement is the goal and 80% is still a good quarter. Save the moonshot thinking for annual strategy, not quarterly execution.
Quarter Start: Launch and Communicate
Share the OKRs with the entire team. For each OKR, explain:
- The objective and why it matters to the agency right now
- The key results and what achieving them looks like
- The owner of each key result
- The current baseline for each key result
- The specific initiatives that will drive the key results (what work is being done)
Do not just send an email. Walk through the OKRs in an all-hands meeting. Allow questions and discussion. People need to understand the "why" behind each objective to care about contributing.
Running OKRs: The Weekly and Monthly Cadence
OKRs that are set and forgotten are worse than no OKRs. Build a lightweight cadence that keeps them alive without creating meeting bloat.
Weekly: 10-Minute OKR Check-In
Add a 10-minute OKR update to your existing weekly leadership meeting. Do not create a new meeting. For each key result, the owner provides:
- Current value (the number today)
- Trajectory (on track, at risk, or off track)
- Blockers (if any, what is preventing progress)
No discussion of every key result every week. Focus on the ones that are at risk or off track. If everything is on track, the check-in takes three minutes.
Monthly: 30-Minute OKR Review
Once a month, do a deeper review:
- Are the key results still the right measurements? Occasionally, you learn during the quarter that a key result is measuring the wrong thing. It is better to adjust it than to chase a meaningless metric.
- Are the initiatives working? If a key result is off track, is it because the underlying initiative is not working, or because the initiative is not getting enough attention?
- Do we need to reprioritize? If business conditions change significantly mid-quarter (a major client leaves, a big deal closes, a key employee departs), the OKRs might need adjustment. This is not failure. It is responsiveness.
Quarter End: Score and Retrospective
At the end of the quarter, score each key result:
- 1.0: Fully achieved
- 0.7-0.9: Substantially achieved with minor shortfalls
- 0.4-0.6: Partially achieved, significant gaps
- 0.1-0.3: Minimal progress
- 0.0: No progress
For each key result, document why it scored the way it did. What worked? What did not? What would you do differently?
The retrospective discussion is more valuable than the scores. Scores tell you where you landed. The retrospective tells you how to do better next quarter.
Common AI Agency OKR Patterns
Here are OKR templates for common AI agency priorities. Adapt them to your specific situation.
Growth and Sales OKRs
Objective: Accelerate pipeline generation to support next year's revenue target.
- KR1: Generate $1.5M in qualified pipeline (currently $900K run rate)
- KR2: Publish 12 pieces of technical content that each generate at least 3 inbound leads
- KR3: Establish 3 new referral partnerships that each produce at least 1 qualified introduction
Delivery and Operations OKRs
Objective: Deliver projects that consistently exceed client expectations.
- KR1: Achieve 95% on-time delivery for all project milestones (currently 78%)
- KR2: Reduce average bug/issue resolution time from 4 days to 1 day
- KR3: Receive a satisfaction score of 9 or above from 80% of active clients (currently 65%)
Team and Culture OKRs
Objective: Build a team that attracts and retains top AI talent.
- KR1: Reduce time-to-fill for open roles from 62 days to 40 days
- KR2: Achieve a team engagement score of 8.0 or above (currently 7.2)
- KR3: Complete individual development plans for 100% of full-time team members
Technical Excellence OKRs
Objective: Build reusable capabilities that accelerate delivery across projects.
- KR1: Create 3 internal tools or templates that each save at least 20 hours per project
- KR2: Reduce model deployment time from 2 weeks to 3 days through infrastructure automation
- KR3: Achieve 99.5% uptime across all production ML systems (currently 97.8%)
Financial Health OKRs
Objective: Improve unit economics to fund sustainable growth.
- KR1: Increase average project gross margin from 42% to 52%
- KR2: Reduce accounts receivable aging from 48 days to 30 days
- KR3: Decrease tool and infrastructure cost per project by 20% through vendor consolidation
OKR Anti-Patterns to Avoid
Too many OKRs. If you have more than 3 company objectives with 4 key results each, you have too many. The entire point of OKRs is focus. If everything is a priority, nothing is.
Key results that are actually tasks. "Implement a new CRM" is a task. "Increase proposal-to-close rate from 18% to 25%" is a key result. The key result describes the outcome. The task is how you get there.
OKRs that nobody owns. Every key result needs a single owner. Not a team, not "everyone." One named person who is accountable for driving progress and reporting on it weekly.
OKRs that conflict with each other. "Increase utilization to 80%" and "Launch three internal improvement initiatives" will pull the same people in opposite directions. Ensure your OKRs are coherent and achievable together.
Changing OKRs every few weeks. OKRs represent a 90-day commitment. If you change them every three weeks, you are just chasing whatever feels urgent. Set them, commit to them, and only adjust if business conditions genuinely change.
Punishing missed OKRs. If people are penalized for missing ambitious targets, they will set easy targets. OKRs should drive stretch performance, not fear. Celebrate the effort and learning even when results fall short.
Disconnecting OKRs from daily work. If the OKRs feel like a separate exercise from actual work, they will be ignored. Connect each key result to specific projects, initiatives, or process changes that are part of the team's regular workflow.
Making OKRs Stick Long-Term
Most agencies that try OKRs abandon them within two to three quarters. Here is how to sustain the practice:
Start small and expand gradually. Begin with just company-level OKRs. Add team-level OKRs only after two successful quarters. Never add individual OKRs until the company and team levels are running smoothly.
Keep the process lightweight. If OKR administration takes more than two hours per week across the entire agency, you are overdoing it. Simplify the cadence, reduce the number of OKRs, or cut meetings.
Show the connection between OKRs and results. When an OKR drives a tangible improvement (faster delivery, higher margins, better retention), highlight it. People sustain practices that they see working.
Let the team influence OKRs. Top-down OKRs feel like mandates. OKRs that incorporate team input feel like shared commitments. Include team members in the drafting process.
Adapt the framework to your culture. OKRs are a framework, not a religion. If the quarterly cadence does not fit your business rhythm, try semi-annual. If the 0.0-1.0 scoring system feels arbitrary, use simple "achieved/partially achieved/not achieved" labels. Make the framework serve your agency, not the other way around.
Your Next Step
Before your next quarter starts, gather your leadership team for a two-hour working session. Bring three data points to the meeting: your current revenue run rate, your average project margin from the last quarter, and your team utilization rate. Using those three data points, draft two company-level objectives with three key results each. Do not aim for perfection. Aim for clarity. Assign an owner to each key result and commit to a 10-minute weekly check-in. Run this for one quarter. After 90 days, the results and the process itself will tell you exactly how to improve for the next quarter.