A comparison
Acme vs. Competitor C
Acme supplies managed company context, so answers improve, token bills shrink, and security teams can sign off on agents.
72%
preferred on routine requests
Testers chose Acme's response in 72% of side-by-side trials
64%
fewer tokens per task
Acme used 64% fewer tokens for the same work
From internal benchmark runs that gave Acme and Competitor C the same set of workplace tasks.
acme
Competitor C
Company context
Company context
Brings 120+ access-aware business apps into one index, mapped by a graph of who works on what and when.
Queries each source live through protocol plug-ins with no shared index, so quality rests on every app's built-in search.
Specialized retrieval models designed for agentic search find the right context with fewer tokens.
General-purpose models re-read large amounts of raw content on every request.
Keeps context fresh with near real-time sync across every source.
Freshness depends on each connector's live API limits.
Safety and oversight
Safety and oversight
Checks access while fetching, before any model sees the content.
Relies on delegated sign-in, so checks can stop at the source instead of each record.
Dedicated tenant as standard, with managed SaaS or private cloud as options.
Multi-tenant SaaS with limited deployment options.
Centralized agent governance with audit logs and policy controls.
Admin controls focus on chat usage rather than agent actions.
Choice and openness
Choice and openness
Lets you mix models from top commercial labs, open-weight projects, and others.
Tied to a single vendor's models, which narrows choices as the field changes.
Open APIs and standard protocols let you build on Acme anywhere.
Extensibility is focused on the vendor's own surfaces.
Why Acme is different
One AI layer for all your tools
Full company context
Acme links 120+ business apps, from docs and mail to CRM, help desks, wikis, and repos, so the facts people need stay current and in one place.
Open by design
Pick any leading model, host in the cloud you prefer, and run in a dedicated tenant, so today's choices never box in tomorrow's plans.
Fast to roll out
Most teams go live within weeks. Guided setup and continuous sync mean IT spends its time on adoption plans instead of wiring connectors.
Context that covers everything
01
Coverage of your apps
Acme
Offer people one spot to look things up and draft work, drawing on connectors for 120+ business systems your company already pays for.
Meet people inside their usual apps, with deep coverage for documents, mail, CRM, help desks, wikis, repositories, and team chat.
Point users to the colleagues and files that matter, thanks to a knowledge graph that tracks who works on what, with whom, and how often.
Competitor C
Rollouts wait on engineering time, since many connectors arrive as toolkits to assemble instead of integrations that work on day one.
Results often look dated or one-size-fits-all, with weak ranking for each user.
Common processes fall through the gaps because several widely used wikis, CRMs, and help desks lack support.
Beyond its own suite, Competitor C leans on keyword matching and skips cues like recent activity, who you work with, and linked pages, so results drift.
acme
Competitor C
Offer people one spot to look things up and draft work, drawing on connectors for 120+ business systems your company already pays for.
Rollouts wait on engineering time, since many connectors arrive as toolkits to assemble instead of integrations that work on day one.
Meet people inside their usual apps, with deep coverage for documents, mail, CRM, help desks, wikis, repositories, and team chat.
Results often look dated or one-size-fits-all, with weak ranking for each user.
Point users to the colleagues and files that matter, thanks to a knowledge graph that tracks who works on what, with whom, and how often.
Common processes fall through the gaps because several widely used wikis, CRMs, and help desks lack support.
Beyond its own suite, Competitor C leans on keyword matching and skips cues like recent activity, who you work with, and linked pages, so results drift.
02
Access control
Acme
Private data stays private without extra setup. Each connector mirrors the source app's access rules, so people only see what they could already open there.
Cut exposure by giving every user and agent the narrowest access they need.
When someone's access changes in a source app, Acme picks it up within minutes.
Competitor C
Access rules vary from one connector to the next, and several apply them to a whole source instead of each file or record, which makes results hard to trust.
Gaps in oversight go unnoticed because access in outside apps is tough to review.
Revoked access can linger for hours or days, since re-indexing and rule updates run unevenly and often need someone to trigger them by hand.
acme
Competitor C
Private data stays private without extra setup. Each connector mirrors the source app's access rules, so people only see what they could already open there.
Access rules vary from one connector to the next, and several apply them to a whole source instead of each file or record, which makes results hard to trust.
Cut exposure by giving every user and agent the narrowest access they need.
Gaps in oversight go unnoticed because access in outside apps is tough to review.
When someone's access changes in a source app, Acme picks it up within minutes.
Revoked access can linger for hours or days, since re-indexing and rule updates run unevenly and often need someone to trigger them by hand.
03
Records and tables
Acme
Go past file links: pull records and run the math on data held in CRM, HR, and help desk systems, right inside the answer.
Blend structured and unstructured sources in a single answer, with citations back to each record.
Competitor C
Core systems stay out of reach, because there's no built-in way to pull records from warehouses, HR software, or analytics tools.
Answers rarely combine records with documents, so users switch tools to finish the job.
acme
Competitor C
Go past file links: pull records and run the math on data held in CRM, HR, and help desk systems, right inside the answer.
Core systems stay out of reach, because there's no built-in way to pull records from warehouses, HR software, or analytics tools.
Blend structured and unstructured sources in a single answer, with citations back to each record.
Answers rarely combine records with documents, so users switch tools to finish the job.
Choice without lock-in
01
Models
Acme
Match each task to the model that suits it, choosing from 20+ options in Acme's model hub.
Trade off speed, price, and quality per use case, and switch models as new ones arrive without redoing your setup.
Competitor C
Your plans follow Competitor C's release schedule, because only a handful of its in-house models are on offer.
Teams can't tune for their own cost or quality goals.
acme
Competitor C
Match each task to the model that suits it, choosing from 20+ options in Acme's model hub.
Your plans follow Competitor C's release schedule, because only a handful of its in-house models are on offer.
Trade off speed, price, and quality per use case, and switch models as new ones arrive without redoing your setup.
Teams can't tune for their own cost or quality goals.
02
Where it runs
Acme
Run Acme as managed SaaS or inside your own cloud account, with hosting that fits your policies.
Satisfy residency, audit, and multi-vendor rules through a dedicated tenant or a self-managed install in the region you choose.
Competitor C
Infrastructure decisions get made for you: the service only runs in one provider's cloud, with few options on where data sits.
Residency and compliance goals compete with each other when every workload has to live on a single vendor's servers.
acme
Competitor C
Run Acme as managed SaaS or inside your own cloud account, with hosting that fits your policies.
Infrastructure decisions get made for you: the service only runs in one provider's cloud, with few options on where data sits.
Satisfy residency, audit, and multi-vendor rules through a dedicated tenant or a self-managed install in the region you choose.
Residency and compliance goals compete with each other when every workload has to live on a single vendor's servers.
03
Portability
Acme
Stay portable with Acme built into the places people work, from chat and the browser to wikis and beyond.
Competitor C
Working across vendors gets harder each release, as new features favor the home suite and treat other tools as second-class.
acme
Competitor C
Stay portable with Acme built into the places people work, from chat and the browser to wikis and beyond.
Working across vendors gets harder each release, as new features favor the home suite and treat other tools as second-class.
Safe to act on
01
Results and support
Acme
Show hours saved per team, not just usage charts.
Get daily use from engineers and non-engineers alike, so value spreads past the pilot group.
Count on a vendor whose customers renew year after year and say they'd recommend it.
Keep IT lean: a small team can launch Acme and run it afterward without extra hires.
Work with a company where workplace AI is the whole business, not one product line among many.
Competitor C
Payback takes longer because setup usually calls for outside help and many handoffs.
Lean teams fall behind, since without a services partner they find it hard to keep things running.
Each phase adds sign-offs and meetings, so the launch drags on and early wins arrive late.
acme
Competitor C
Show hours saved per team, not just usage charts.
Payback takes longer because setup usually calls for outside help and many handoffs.
Get daily use from engineers and non-engineers alike, so value spreads past the pilot group.
Lean teams fall behind, since without a services partner they find it hard to keep things running.
Count on a vendor whose customers renew year after year and say they'd recommend it.
Each phase adds sign-offs and meetings, so the launch drags on and early wins arrive late.
Keep IT lean: a small team can launch Acme and run it afterward without extra hires.
Work with a company where workplace AI is the whole business, not one product line among many.
02
Pricing
Acme
Everything is included at launch, with no add-ons to buy.
Buy and manage it through a single, clearly priced plan.
Competitor C
Bills grow quickly, because key features are sold as separate extras.
Buying turns into several negotiations across product SKUs, and certain capabilities are metered by the request.
acme
Competitor C
Everything is included at launch, with no add-ons to buy.
Bills grow quickly, because key features are sold as separate extras.
Buy and manage it through a single, clearly priced plan.
Buying turns into several negotiations across product SKUs, and certain capabilities are metered by the request.
03
Running agents
Acme
Give people one agent workspace that reaches every source, instead of a patchwork of bots.
Get sharper agent output thanks to company context that comes built in.
Start right away: ready-made agents drop into existing workflows without any extra setup.
Competitor C
People aren't sure which agent to open for which job, because the choice isn't obvious.
Agents rarely cooperate, since handing work from one to another across tools is limited.
IT keeps carrying the load, configuring each agent by hand in several separate environments.
acme
Competitor C
Give people one agent workspace that reaches every source, instead of a patchwork of bots.
People aren't sure which agent to open for which job, because the choice isn't obvious.
Get sharper agent output thanks to company context that comes built in.
Agents rarely cooperate, since handing work from one to another across tools is limited.
Start right away: ready-made agents drop into existing workflows without any extra setup.
IT keeps carrying the load, configuring each agent by hand in several separate environments.
Teams around the world already run their day on Acme.
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