The pyramid is breaking. Senior-led, AI-leveraged is the new consulting model.
Strategy and ops firms used to scale by stacking analysts. AI does what 5 analysts used to do: market scans, expert call synthesis, financial models, deck production. Firms that adapt move to senior-led teams with AI leverage — protecting partner economics while collapsing project timelines.
Performance benchmarks
How AI-augmented consulting firms compare on the metrics that determine engagement profitability and renewal.
What leading firms are doing
Industry examples from publicly reported initiatives — not Xamun projects.
- ✓ Trained on McKinsey's full IP library
- ✓ Used by 70%+ of consultants daily
- ✓ Compresses research from days to minutes
- ✓ Custom GenAI tools per practice
- ✓ Internal AI Academy for upskilling
- ✓ $1B+ in AI-led client revenue
- ✓ Helix knowledge graph + AI copilot
- ✓ AI-augmented diligence and case prep
- ✓ Reports 30%+ productivity gains
- ✓ Industry-specific GenAI assets
- ✓ 60k+ employees AI-trained
- ✓ Outcome-based pricing pilots underway
The transformation opportunity
What changes when a mid-market firm in this segment deploys AI across the engagement lifecycle.
- ✗ Pyramid model: 1 partner, 6+ analysts
- ✗ 3-4 week research and synthesis cycles
- ✗ Engagement length 12-16 weeks
- ✗ Hourly billing exposed to AI compression
- ✗ Partner buried in QC and edits
- ✗ Win rate 20-25% on competitive pitches
- ✓ Senior-led, AI-leveraged: 1 partner, 2-3 senior associates + AI
- ✓ Research compressed to 3-5 days
- ✓ Engagement cycle 4-6 weeks
- ✓ Outcome / value-based pricing on 30%+ of work
- ✓ Partner spends time on insight and client
- ✓ Win rate 40%+ via AI-differentiated proposals
The AI system stack
Designed to integrate with your knowledge management, CRM, and proposal infrastructure.
AI-driven scans across public sources, expert call transcripts, and your firm's prior engagements. Surfaces patterns and gaps an analyst would take days to find.
Stress-tests case hypotheses against historical data, market signals, and adjacent precedent. Sharpens partner judgement, doesn't replace it.
First-draft deliverables in your firm's voice and templates. Senior consultants edit upward instead of writing from scratch.
Per-client RAG repositories that learn across engagements. Each project deepens client lock-in via accumulated context.
AI-assisted RFP responses with retrieved precedents, customised case studies, and pricing scenarios. Lifts win rate on competitive pitches.
Client-facing dashboards quantifying engagement value (cost-out, revenue uplift, NPS) — supporting outcome-based renewal conversations.
We build it, run it with your team — priced to the work.
For work like this, the engagement is usually priced as a fixed project — same accountability, different payment shape, no upfront CAPEX; the price is agreed at Discovery, before the build starts.
We’re not a vendor shipping software into your operation. For the operation we run, we’re part of your company — in your numbers every week, paid only as they move.
How Xamun delivers
From intelligence to production in weeks. Built as your IP, not someone else's SaaS lock-in.
Benchmarks your engagement-economics, leverage ratio, and outcome posture against AI-augmented leaders. Maps the highest-impact AI plays first.
AI co-pilots, outcome platforms, and proprietary knowledge engines — integrated with your existing systems. Owned by you. Migratable. Defensible IP.
Intelligence assessment in 2 weeks. First module live in 6-8 weeks. Full stack across one practice within 12 weeks. Outcomes tracked from Day 1.
Reposition before AI prices your hours out
Book a discovery call to map where AI can lift your effective hourly yield, compress engagement timelines, and protect partner economics — without losing the insight that clients pay for. No upfront cost — you pay only when the system runs.
Book a Discovery →