Media operations, re-architected for AI
We turn the AI across your subscriber lifecycle and content operations into compounding outcomes.
What Firstsource Consulting provides is a team of experts who can be real partners with us in driving innovation.
Why IT Matters NOW
Intelligence is everywhere. Few have it running the newsroom.
Across broadcast, streaming and OTT, publishing and subscriptions, and the platforms where content trust & safety matters, AI is in every demo, yet most of it never leaves the pilot. Retention pressure, content risk and cost-to-serve keep rising. Harnessing AI to move them, at a regulator’s and a platform’s standard of trust, takes an operating system: the domain rules, context and live signals that turn scattered AI into outcomes.
Retention
Churn
Subscriber media fights for retention as broken digital journeys drive cancellations
Churn follows broken digital journeys. Subscriber media fights a constant battle for retention. When the digital journey breaks—billing, home-moves, complaints—cancellation follows. The unmet mandate is to win the save without breaking margin.
Content integrity
Rising
deepfakes, misinformation and GenAI-driven abuse escalating
Trust is now an operating cost.
Broadcasters, publishers and platforms face GenAI-scale abuse, deepfakes and misinformation. Moderation and content integrity have to run at machine speed with human judgement where it counts—trust is now an operating cost.
Broadcasters, publishers and platforms face GenAI-scale abuse, deepfakes and misinformation. Moderation and content integrity have to run at machine speed with human judgement where it counts—trust is now an operating cost.
Cost to serve
Service
subscriber billing, home-moves and complaints dominate cost-to-serve
Service costs are the pressure point. Subscriber billing, home-moves and complaints dominate operating cost. The unmet mandate is deflecting and resolving them autonomously—without breaking the subscriber experience that retention depends on.
We don't bolt AI onto the newsroom. We re-architect it for AI and run it, so intelligence operates across the newsroom.
Proof in production
Real outcomes, inside real media operations
Operations run to the number—across the subscriber lifecycle, content operations and content trust & integrity, for broadcasters, subscriber businesses and content platforms.
Complaint handling | video streaming provider
Complaint handling, re-engineered
A video streaming provider used voice, text and root-cause analysis to understand negative sentiment, then retrained and accredited agents—lifting save rates and the accuracy of complaint tagging for cleaner root-cause analysis.
First-time resolution up from 81% to 88%, reducing regulatory complaint risk.
+60
NPS, up from +47
96%
tagging accuracy, up from 70%
88%
first-time resolution, up from 81%
Content trust & safety | European governing body / global platform
Content moderation, scaled across languages
For a European governing body and a global platform, scaled content moderation and political-misinformation detection ran across text, image and video in 10+ languages—with domain-specific models and human oversight where complexity and risk demanded it.
99% quality maintained at volume, with 100+ daily review tasks handled per agent.
10+
languages moderated
99%
quality maintained at volume
100+
daily review tasks per agent
Subscriber operations | renowned news brand
Subscriber operations, run to the cost line
A renowned news brand ran its subscriber operations—billing, service and retention—on the operating system, with engagement and sentiment sensing across the subscriber lifecycle and the work orchestrated across agents and people.
Improved customer experience delivered alongside a 40% reduction in cost to serve.
40%
cost savings on subscriber ops
CX↑
improved customer experience
News
renowned news brand
Kairos the operating system
The operating system that turns intelligence into outcomes
It sits between your systems of record and the agents you run, giving every AI system the memory, domain rules, and live signals it needs to act with the full picture across the subscriber lifecycle, content operations, and content trust and safety.
The operating system compounds domain intelligence, not rented model horsepower. AI models commoditize, but the media judgment encoded in the Domain Harness does not. It is portable across any agent stack, with no lock-in.
The operating system compounds domain intelligence, not rented model horsepower. AI models commoditize, but the media judgment encoded in the Domain Harness does not. It is portable across any agent stack, with no lock-in.
05
AI-native operations: Agents
Retention and save copilots, content moderation and content integrity copilots, and subscriber service agents execute across the subscriber lifecycle, content operations, and content trust and integrity. You can use your choice of agent provider, model, or hybrid stack.
Varies by client
04
Domain Intelligence: Domain Harness
The Domain Harness encodes what should happen through 25 years of media expertise captured as pre-built skills, playbooks, and guardrails for retention and offer logic, moderation policies, fraud rules, and compliance with the EU Digital Services Act, the UK Online Safety Act, COPPA, and GDPR. It is portable across any agent stack, with no lock-in.
Core · compounds
03
Organizational context: Intelligent Context Framework
The ICF captures what happened by carrying subscription and account state, content and rights context, and prior interactions in real time. It explains the gap between what should happen and what actually did.
Core · compounds
02
Operations intelligence: Sensors
Operations Intelligence captures what's happening in flight through engagement and sentiment signals across calls, chats, and tickets, along with content signals across text, images, and video. It flags churn risk and policy breaches before they cost you.
Core · compounds
01
Systems of record
Your subscription/CRM and billing systems, content & rights and MAM/DAM platforms, and trust-and-safety tooling—connected via APIs and standard rails, inside your cloud. Read from, not replaced.
Varies by client
Where the signal becomes memory
Learn about the Intelligent Context Framework
What we engineer for media
From first subscriber to content integrity
Where we put technology to work across media—each powered by a Tech Services capability, and each behind a solution for broadcasters, streaming and OTT, publishers, and content platforms.
Subscriber acquisition and conversion
agents + humans | orchestrated end to end
We orchestrate inbound and outbound sales, cross-sell and digital conversion across the subscriber funnel, with persona-aware next-best actions and offer intelligence built in.
Agentic orchestration
Retention, save and subscriber lifecycle
NPS +47 → +60 in subscriber media
We improve win-back, save-desk and lifecycle engagement for subscriber and media businesses with segmentation, sentiment and propensity models that lift NPS while holding margin.
Context and knowledge engineering
Content trust, safety and moderation
Tagging accuracy 70% → 96%
We deliver content moderation, policy enforcement and red-teaming across text, image and video, with domain-specific models and human oversight where complexity and risk demand it.
Domain harness engineering
Ad ops, content and rights operations
content supply chain | ingest to revenue
We unify ad operations, content supply chain and rights management by binding fragmented MAM/DAM, scheduling and monetization tools into workflows that move content from ingest to air and to revenue.
Systems, application and data engineering
Fraud and subscription integrity
fraud-behaviour models in production
We prevent subscription and payment fraud, account sharing and identity abuse, and strengthen chargeback protection with fraud-behaviour models and the evidence trail platforms and regulators accept.
Sensor and operations intelligence
Governed autonomy for media
HITL → HOTL → HATL | audit-ready
We progress from HITL to HOTL to HATL as trust is earned, with hard policy and compliance boundaries no agent can override and audit-ready decision traces.
Governed autonomy and run
The media solutions this powers
The technology above runs behind our media solutions, across segments. Explore the ones built for your business:
Streaming & OTT
Publishing
Subscriptions
Content Trust & Safety
Ad Operations
Content Operations
Trust & Compliance
Compliance and content integrity. By design.
We operate within the regulatory and platform safety frameworks that govern media. Compliance is built in from the start of every engagement, not audited at the end. Hard policy boundaries prevent agents from overriding controls, and audit-ready decision traces exist at every layer.
SOC 2 Type II
ISO 27001
PCI DSS
ISO 9001
Ofcom · Online Safety Act (UK)
EU Digital Services Act · GDPR
Compliance, architected in
Rules at the moment of action
Platform-safety and content frameworks—the EU Digital Services Act, the UK Online Safety Act, COPPA and GDPR—encoded as guardrails inside the workflow, so moderation and subscriber decisions are compliant before they happen.
Decision traceability
Audit-ready by design
Every agent and moderation decision leaves an immutable trace of action, actor and evidence, and surfaces the reasoning that drove it—reconstructable for a regulator or a platform-safety review, by design.
Progressive trust
Autonomy that’s earned
Human-in-the-loop for high-stakes moderation and compliance calls, human-on-the-loop for monitored workflows, autonomous only where trust and performance are proven—HITL to HOTL to HATL.
FULL-STACK operator
Intelligence That Operator
Where it starts
Operating-model and AI diagnostic
Most engagements start with a diagnostic that frames the value at stake across the lifecycle before anything is built.
Explore Consulting
The signal
Sensor and operations intelligence
The engagement, sentiment and content intelligence—across text, image and video—that flags churn, fraud and policy breaches in flight, the signal behind every next-best action.
Explore the capability
How WE Engage
Transform, implement, and operate
Not a consulting engagement, not an outsourcing contract—a single motion from operating-model redesign to agentic operations at scale, under one roof and one contract, with outcomes underwritten.
Good questions to start with
How is this different from a scaled SI or an AI-native player?
Scaled system integrators bring breadth, but generalist playbooks. AI-native players bring model horsepower you’re effectively renting—without the operating depth to run a regulated, brand-critical media operation. We bring 25 years of media domain intelligence encoded as a harness, re-architect the operation for AI, and run it with outcomes underwritten—domain IP that compounds and stays portable, with no lock-in. Models commoditize; the subscriber-and-content judgment doesn’t.
How do you handle content trust, safety and platform regulation?
Moderation policy, platform safety and regulation are built in from day one—the EU Digital Services Act, the UK Online Safety Act, COPPA and GDPR—encoded as guardrails no agent can override, with domain-specific models, human oversight where risk demands it, and audit-ready decision traces for every action.
Can you protect subscriber retention while cutting cost?
Yes—that’s the point of re-architecting the operation for AI rather than bolting on a tool. Sentiment, propensity and engagement sensing surface churn risk in flight; encoded save and offer logic resolves the moment without giving away margin; and the same operating system that lifts NPS deflects and resolves billing, home-moves and complaints at lower cost to serve. In subscriber media we’ve taken NPS from +47 to +60 and delivered 40% cost savings on a news brand’s subscriber operations—retention and cost moving together, not traded off.
Do you build or fine-tune the AI models yourselves?
We don’t build foundation models from scratch. We select, fine-tune and evaluate the sentiment, propensity and moderation models on your data as your data services partner—see AI Data Services—and orchestrate the models you already run inside the operating system.
INSIGHTS
Latest from the Firstsource team
Insights from the field, real operations, real outcomes, and perspectives from the people making it work in live operations.
CONTACT US
See where AI changes your cost and risk first
Start with a diagnostic across mortgage, lending, cards and fraud. We’ll frame the value at stake—and the first operation to re-architect—before you commit to anything further.