Summary
Engaging outside counsel used to mean maintaining relationships with a handful of trusted firms, and for a long stretch that was the whole of the job. It no longer is.
Five trends are reshaping how companies decide where legal work goes and what they pay for it: AI adoption inside legal departments and at their firms, wider use of alternative fee arrangements, the routine use of RFPs, a crowded and still-growing technology market, and mounting pressure to run legal on data. Each of these trends changes the calculus of a single allocation decision, which is to say the decision an attorney makes every time a matter arrives and has to go somewhere.
Each trend also promises to improve one part of how in-house teams source and price legal work, yet most teams lack the consistent, documented workflows that would tell an attorney when and how to reach for AI, an AFA, an RFP, a new tool, or the data they already hold. The teams that formalize those decisions gain real control over cost, performance, and risk. The teams that leave them to individual preference give that control away.
Hiring Outside Counsel Used to Be Simple
A matter came in, you called a firm you trusted and had used before, and the work began. That model held for a long time, because relationships drove decisions, processes stayed light, and expectations were modest.
In-house teams now operate under different conditions, where the pace is faster, budgets are tighter, and leadership expects clear answers on cost, performance, and risk. Five trends are driving that change, and each one is both a problem and an opening for the team that learns to work with it.
Defending Your Legal Spend
The core job of a GC or CLO has not changed, and it remains what it has always been, which is managing risk. What has changed is everything around that job, and it now falls to the teams in support, legal operations and the attorneys inside the department, to build reliable, repeatable, documented processes for deciding where legal work goes and what it should cost. Those processes are workflows, and they are the unit of work this paper is about, so we return to them after looking at each of the five trends in detail.
Trend #1: AI Adoption
Legal was among the first professions to take up the current wave of LLM-driven tools, and GCs and CLOs have come to see AI as a way to do more with less. They are pushing their teams in two directions at once, asking them to use AI where it fits for work that once went to outside counsel, and to press the firms that use AI to return some of the savings through lower rates and fewer billed hours. Both of those asks bear directly on allocation. Using AI internally raises the floor on what a team can keep in-house, which shifts the line between the matters that stay and the matters that go out, and pressing firms to pass along their own AI savings changes what the work that does go out should cost.
Most legal teams are still in the pilot phase, and a question we hear constantly is how other teams are using AI. The honest answer is that few are using it as a genuine accelerator, and most apply it to a narrow set of tasks such as legal research, e-discovery, document review, drafting and analysis, and internal operations. That work does help lawyers do more with less, and the pressure to do so is sharpest on in-house teams, so the appeal is easy to understand.
The harder question is when to use AI and when not to, and it remains vague and undefined inside most departments. Nearly every team has invested in some form of AI tooling, yet adoption within a single team is often inconsistent, with some attorneys leaning on it heavily and others not at all, which means two attorneys can draw the in-house line in different places for the same kind of matter, sending out work a colleague would have kept, or keeping work a colleague would have sent.
Trend #2: Wider Use of AFAs
Despite twenty years of predictions, the billable hour is not going anywhere soon, and depending on the study, 70 to 80 percent of corporate work is still billed hourly. An AFA is not itself a decision to send work out, it is the decision about what that work should cost once the matter is already headed to a firm, which is the second half of every allocation call. AFAs account for the rest of that billing picture, and many in-house teams want the share to grow, because every move from an hourly matter to a fee arrangement is a decision about how that particular piece of work should be priced.
AI is accelerating the shift, since in-house teams know their firms are adopting AI to work faster and they want a portion of that value back, often through an AFA. This works when the scope is clearly defined, the assumptions are realistic, performance can be measured, and outcomes are tracked, and it tends to break down when any of those conditions is missing.
Two types of AFAs come up most often. Portfolio AFAs work when volume is predictable, typically in an area like IP or employment where the scope is clear and the work repeats, and they suit low-cost, high-volume work because they let teams forecast cost over time and strip billing overhead from both sides. Single-matter AFAs usually run alongside an RFP and show up most on high-cost, long-timeline matters, where the in-house team gets budget predictability up front even if the total shifts with strategy and early outcomes. That second structure is the AFA version of a life-of-the-matter rate without the timekeeping and invoicing overhead, and it guards against the risk of rates climbing mid-matter once a firm knows you are unlikely to replace them.
The problem is the same one that runs through this paper, because many legal operations teams want more AFAs yet give little specific guidance on when an attorney should request one. In practice the choice falls to individual attorneys and their firms, which does nothing for a legal ops leader or CLO under pressure from the CEO and CFO to bring spend down, and it means the pricing half of every allocation decision is being made without any shared rule.
Trend #3: Routine Use of RFPs
Research from Lex Mundi finds that more than 75 percent of legal teams now use RFPs as part of how they manage legal work, and rather than assigning matters on referral or history alone, teams increasingly ask several firms to compete. Two reasons drive this, one financial and one strategic, the first being that RFPs apply competitive pressure and hold cost down, the second being that they give the in-house team a preview of the approach each firm would take. An RFP is, in effect, the most deliberate allocation decision a team makes, since it forces the question of where a matter should go into the open rather than settling it by habit.
RFPs also justify the budget, and of everything on this list the RFP matters most to a legal ops team asked to defend its spend. Run consistently, they answer the question of why one firm was chosen over another, so that when a single firm collects $10M a year in fees, which is not unusual at large companies, a CEO or CFO who asks to see the case for that firm over a cheaper competitor can actually be shown one.
The difficulty is knowing when an RFP is warranted, and most teams lack firm rules. Cost thresholds have been the traditional test, and it is common to require an RFP above, say, $500,000, which is easy to state and hard to enforce. Attorneys are not always good at estimating cost, and many avoid price negotiation for fear of straining a firm relationship, so for an attorney who would rather not run an RFP, “I didn’t know it would cost that much” is an easy thing to say, particularly since much legal work genuinely is unpredictable. The challenge, then, is not adoption. It is setting clear rules for when an RFP is expected, and knowing whether those rules are being followed.
Trend #4: Too Many Disconnected Tools
Over the past decade, in-house teams have invested heavily in technology, from matter management and e-billing to contract lifecycle tools, document management, RFP software, and research platforms. Each was bought to solve a real problem, and each tends to hold a piece of the picture an attorney needs at the moment of deciding where a matter should go and what it should cost. The trouble is that those pieces sit in separate systems that were never designed to talk to one another, so the signals that should inform a single allocation decision stay scattered across half a dozen logins.
Many companies never see the full return on any of it, and research from Boston Consulting Group finds that 35 percent of technology implementations fall short on timeline, budget, or scope. The pace of change compounds the difficulty, because many teams have taken on several new tools in a short span, and expecting attorneys to absorb all of them at once is unrealistic. As with everything else here, the individual tools are rarely the pain point, and the difficulty lies in the gaps between them, since an attorney weighing whether to keep a matter in-house or send it out has to assemble rate history from one place, prior-matter outcomes from another, and firm performance from a third before the picture is whole.
For a legal ops leader, the goal is therefore not another point solution but a connected system, one where matter data, spend data, and firm data meet in a single place so that the allocation decision draws on all of them at once. A unified view is what turns a stack of tools into something an attorney can actually act on, and it is the difference between data that exists somewhere and data that arrives at the moment the routing-and-pricing call is being made.
Trend #5: A Growing Focus on Data
In-house teams are under more pressure than ever to run like a business, which means tracking performance, measuring outcomes, explaining spend, forecasting cost, and defending budget requests, and all of it depends on data. CEOs and CFOs no longer accept high-level summaries or vague forecasts, and we have spoken with several in-house leaders handed a flat mandate to cut spend by 10 percent in a year. Executives are also asking why the team chooses the firms it does, how those firms compare to the alternatives, whether budgets are estimated accurately, and whether the rates paid are fair, and each of those questions asks the team to defend an allocation decision after the fact, to show why a matter went where it went and why the price was fair, which usually falls to legal operations, or where there is no ops staff, to senior lawyers in the department.
Collecting data is no longer where teams struggle, since the newer tools have made that part easy, and the real difficulty now sits in interpreting the volume of it that piles up across systems. We have seen more than one legal ops professional maintain an enormous spreadsheet stitching together matter management, e-billing, and RFP data by hand, an effort that runs to hundreds of hours and produces a fragmented result at best. The strongest teams instead build dashboards that give attorneys the right data at the right moment in the sourcing process, which is the moment an allocation decision is actually being made, and that give the GC or CLO objective figures to defend budgets and spending decisions.
Why These Trends Fail on Their Own
The five trends share something worth naming, which is that each one, taken alone, promises real improvement for an in-house department, and each one falls short of that promise when handled in isolation. Picture a roster of all-star players with no one deciding who takes the field and when, and you have where many in-house teams sit, with the talent and the tools in place but no consistent way to decide how and when to use them.
A matter lands on an attorney’s desk, and what happens next is exactly the question these trends leave unanswered. Should it stay in-house or go to a firm, and if it goes out, is an RFP warranted, and if an RFP is warranted, which firms are invited, what are they asked, and when are responses due? In most departments there are no clear, well-established answers to these questions, and that is what workflows are for.
Workflows
It is not the job of legal operations to script every move an attorney makes, but it is the job of legal operations to build well-established workflows that help an attorney take the next right step for any matter that comes in. Consider two cases that sit at opposite ends of the range. In the first, a transactional matter arrives that is unlikely to run up much cost, and the question is whether the team could handle it internally with AI, or with an ALSP. In the second, the company faces litigation likely to cost $1M or more, where an RFP looks clearly warranted, both to control cost and to preview each firm’s proposed strategy.
What steps should the attorney take in each case is precisely what the strongest teams we work with are building workflows to answer, in the form of standard recommendations that guide an attorney through engaging outside counsel. They are recommendations rather than mandates. Still, they give the team a consistent starting point for the situation in front of them, so the allocation decision gets made the same way each time instead of being reinvented on every matter.
Conclusion: A Consistent Way to Allocate Legal Work
The next phase of outside counsel management will not come from another wave of new tools, but from learning how and when to use the ones the market already offers, so that every decision about where work goes and what it should cost is made the same defensible way. Workflows and clear dashboards are how a team gets there, and together they let a department work from a place where outside counsel decisions are documented, consistent, repeatable, and defensible.
This is also where AI begins to earn its keep, because an agent like Scout can sit inside these workflows, surface the right benchmark or firm comparison at the moment of decision, and turn a static process into one that actively guides the attorney. The value is not in adding AI for its own sake. It lies in applying AI at the exact moment a work-allocation decision gets made, which is the moment that determines cost, performance, and risk for the matter at hand.
The teams that come out ahead will make this shift, and they will give their attorneys a reliable way to take the right next step on every matter, along with the data their GC or CLO needs to defend spending to the CEO and CFO, including spending on high-priced firms.
How Priori Helps
Priori was built to help legal teams decide where legal work goes and what it should cost. By combining panel management, RFP workflows, rate benchmarking, reviews, and integrations with existing systems, and with Scout applying AI at the point of decision, Priori helps legal teams:
- Use the data they already hold, without replacing core systems
- Find insight across matters, firms, and time
- Quantify the value created and cost avoided through RFP programs and structured workflows
- Build governance that supports both daily decisions and executive reporting
