AI · ranked shortlist
Best AI software for Remote Teams in 2026
20 approved ai listings, ordered by published rating with the method stated below rather than assumed. Remote teams pay per person and add people unevenly, which makes the billing model the first thing to check here rather than the headline price.
- Tools ranked
- 20
- Entry price range
- $4-$350
- Publish a $0 plan
- 13 of 20
How this ranking is derived
The sort key
Published rating, highest first. Ties break on the number of ratings behind the score, then on product name so the order never depends on what the API happened to return first. That is the whole rule, there is no weighting, no score of our own, and nothing paid: no sponsored slot runs on these pages.
Where the ratings come from
No listing in this set carries a rating, so the order falls back to name. Those scores are aggregated from public sources rather than collected here, Softwr hosts no reviews of its own, which is also why no rating on this page is marked up as ours in structured data.
What the pool is
Approved ai listings, capped at 20 per page; 20 came back for this one. It is not the whole market, and a tool being absent means we hold no record of it rather than that it failed a test. The unranked full set is on the ai category page.
The ranking
Each entry lists why it sits where it sits, drawn from its own published rating and pricing.
- #1
Arize AI
Highest rated hereAI engineering platform for observability and evaluation of agents and LLM apps
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $50 a month.
- Its top tier is unpriced and sold by quote.
- Billing
- freemium
- Published tiers
- 3 tiers
- Tags
- Llm Observability, Ai Evaluation, Agent Monitoring, Ml Observability
- #2
AutoGen
Programming framework for multi-agent agentic AI
- No rating on record, so it ranks below everything that has one.
- Free, no paid tier is published at all.
- Billing
- Open source, no pricing
- Published tiers
- 1 tier
- Tags
- agents, ai, framework, Open Source
- #3
Avathon
Industrial AI for asset performance and renewables, formerly SparkCognition
- No rating on record, so it ranks below everything that has one.
- Its top tier is unpriced and sold by quote.
- Billing
- quote
- Published tiers
- 1 tier
- Tags
- Industrial Ai, Predictive Maintenance, renewable-energy, computer-vision
- #4
C3 AI Suite
Model-driven application platform for building enterprise AI on top of existing operational systems
- No rating on record, so it ranks below everything that has one.
- Its top tier is unpriced and sold by quote.
- Billing
- quote
- Published tiers
- 1 tier
- Tags
- Enterprise Ai, Predictive Maintenance, machine-learning, industrial
- #5
Cartesia
Real-time voice AI platform for speech generation, transcription, and voice agents
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $4 a month.
- 5 published tiers, topping out at $239 plus a tier sold by quote.
- Billing
- freemium
- Published tiers
- 5 tiers
- Tags
- Voice Ai, text-to-speech, Speech To Text, Voice Agents
- #6
Deepgram
Voice AI API platform for speech-to-text, text-to-speech, and voice agents
- No rating on record, so it ranks below everything that has one.
- Its top tier is unpriced and sold by quote.
- Billing
- usage-based
- Published tiers
- 3 tiers
- Tags
- Speech To Text, text-to-speech, Voice Ai, conversational-ai
- #7
Galileo
Evaluation and observability platform for GenAI applications and agents
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $100 a month.
- Its top tier is unpriced and sold by quote.
- Billing
- freemium
- Published tiers
- 3 tiers
- Tags
- Genai Evaluation, Llm Observability, Ai Guardrails, Agent Monitoring
- #8
Gumloop
AI infrastructure platform for building and deploying autonomous agents
- No rating on record, so it ranks below everything that has one.
- Free, no paid tier is published at all.
- Its top tier is unpriced and sold by quote.
- Billing
- Tiered subscription with usage credits
- Published tiers
- 2 tiers
- Tags
- Ai Agents, automation, No-Code, Enterprise
- #9
Helicone
Open-source LLM observability and gateway platform for AI applications
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $79 a month.
- 4 published tiers, topping out at $799 plus a tier sold by quote.
- Billing
- freemium
- Published tiers
- 4 tiers
- Tags
- Llm Observability, Ai Gateway, Open Source, Prompt Management
- #10
LangGraph
Agent runtime and orchestration framework
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $35 a month.
- Billing
- Open source and free, with optional managed platform
- Published tiers
- 2 tiers
- Tags
- agents, ai, orchestration, Open Source
- #11
LatchBio
AI agents that run bioinformatics analyses, from a company that pivoted from workflow hosting
- No rating on record, so it ranks below everything that has one.
- Its top tier is unpriced and sold by quote.
- Billing
- quote
- Published tiers
- 1 tier
- Tags
- Bioinformatics, Ai Agents, Single Cell, Genomics
- #12
Lindy
AI teammate that automates work across your entire software stack
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $29.99 a month.
- 5 published tiers, topping out at $199.99 plus a tier sold by quote.
- Billing
- Per-user subscription with shared credit pool
- Published tiers
- 5 tiers
- Tags
- automation, Ai Assistant, productivity, workflow
- #13
PromptLayer
Collaboration platform for prompt management, evaluation, and observability
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $49 a month.
- 4 published tiers, topping out at $500 plus a tier sold by quote.
- Billing
- freemium
- Published tiers
- 4 tiers
- Tags
- Prompt Management, Llm Observability, Ai Evaluation, Agent Tracing
- #14
Resemble AI
Voice cloning, text-to-speech, and AI-generated media detection platform
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $350 a month.
- 4 published tiers, topping out at $1,000 plus a tier sold by quote.
- Billing
- freemium
- Published tiers
- 4 tiers
- Tags
- Voice Cloning, text-to-speech, Deepfake Detection, Watermarking
- #15
Rev
Human and AI transcription, captions and subtitles priced per minute
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $25.49 a month.
- 4 published tiers, topping out at $47.99 plus a tier sold by quote.
- Billing
- Per minute for human work, per seat per month for AI
- Published tiers
- 4 tiers
- Tags
- transcription, Captions, Subtitles, Speech To Text
- #16
Vellum
Personalized AI assistant with persistent memory and autonomous action-taking
- No rating on record, so it ranks below everything that has one.
- Publishes a $0 plan, with paid tiers from $30 a month.
- 5 published tiers, topping out at $200 plus a tier sold by quote.
- Billing
- Freemium with paid plans and pay-as-you-go credits
- Published tiers
- 5 tiers
- Tags
- Ai Assistant, Autonomous Agent, productivity, personal
- #17
Verbit
Transcription and captioning combining automatic speech recognition with professional human correction
- No rating on record, so it ranks below everything that has one.
- Paid from $24 a month, with no free plan.
- Its top tier is unpriced and sold by quote.
- Billing
- Per month by transcription hours
- Published tiers
- 4 tiers
- Tags
- transcription, Captioning, accessibility, Asr
- #18
Veritone
AI orchestration platform and applications for media archives, public safety evidence and advertising
- No rating on record, so it ranks below everything that has one.
- Its top tier is unpriced and sold by quote.
- Billing
- quote
- Published tiers
- 3 tiers
- Tags
- Ai Platform, Digital Evidence, Media Archive, Redaction
- #19
Writer
Full-stack generative AI platform for enterprise content and agents
- No rating on record, so it ranks below everything that has one.
- Its top tier is unpriced and sold by quote.
- Billing
- quote
- Published tiers
- 2 tiers
- Tags
- generative-ai, Enterprise Ai, Content Generation, Ai Agents
- #20
You.com
Web search and data extraction APIs built for AI agents and LLMs
- No rating on record, so it ranks below everything that has one.
- Free, no paid tier is published at all.
- Its top tier is unpriced and sold by quote.
- Billing
- usage-based
- Published tiers
- 2 tiers
- Tags
- ai-search, Web Search Api, Llm Tools, Grounded Answers
What ai software costs
Counted from the published pricing of the 20 listings on this page. A tool counts as free only where it publishes a $0 plan, an open-source licence or a starting price of zero.
- Cheapest paid plan
- $4Cartesia
- Median entry price
- $35across 11 priced
- Dearest entry price
- $350Resemble AI
- Publish a $0 plan
- 13of 20
Paid ai plans in this set start anywhere from $4 a month for Cartesia to $350 for Resemble AI. The median entry price across the 11 tools that publish one is $35, half of them start below that figure and half above it.
Entry price is not the ceiling. The dearest published tier anywhere in this category is Resemble AI's at $1,000 a month, 2.9× the highest entry price on the page. Read the top of each ladder as well as the bottom, because that is where you land after two years of growth.
13 of 20 publish a $0 plan, and 3 of those charge nothing at all. 1 tool has no free tier of any kind.
18 of 20 keep at least one tier unpriced and sold by quote, which in practice means the number you end up paying at the top end is not on this page or on theirs.
How these vendors bill
The billing model each of the 20 ai listings publishes, counted. Two tools at the same headline price are not the same purchase if one of them charges per seat.
- freemium
- 6
- quote
- 5
- usage-based
- 2
- Freemium with paid plans and pay-as-you-go credits
- 1
- Open source and free, with optional managed platform
- 1
- Open source, no pricing
- 1
- Per minute for human work, per seat per month for AI
- 1
- Per month by transcription hours
- 1
- Per-user subscription with shared credit pool
- 1
- Tiered subscription with usage credits
- 1
Separately, 18 of 20 publish at least one tier with no price attached. Those are sold by quote, so the top of the ladder is negotiable, and unknowable, until you talk to sales.
What comes as standard, and what you pay extra for
Every capability named in a published pricing tier by any of the 18 ai tools here that break their plans down, counted once per vendor. This measures what vendors choose to advertise as a selling point, not everything the software does, an absence below is silence, not a missing feature.
Named most often
- Quoted , 3 of 18
- Community support , 2 of 18
- Custom credit allocation , 2 of 18
- Dedicated Slack support , 2 of 18
- Dedicated support , 2 of 18
Named by fewer
- Priority support , 2 of 18
- Self-hosted deployment , 2 of 18
- SSO , 2 of 18
- Unlimited playgrounds and workspaces , 2 of 18
Named by exactly one vendor: Advanced admin and audit logs, Custom concurrency, Flexible hosting, Meeting tools, Pay-as-you-go usage, SSO and advanced controls. Those are differentiators rather than table stakes.
What “AI” covers in practice
The subject tags that recur across these 20 listings, with the number of tools carrying each. A category label is a filing decision; this is the closer read of what is actually filed under it.
- Llm Observability4
- Ai Agents3
- automation3
- Developer Api3
- developer-tools3
- Enterprise Ai3
- Open Source3
- Speech To Text3
- text-to-speech3
- Voice Ai3
- Agent Monitoring2
- agents2
Carried by a single tool: accessibility, ai-search, Captions, Deepfake Detection, Grounded Answers, llm, No-Code, Single Cell. If one of those is the reason you are here, the category page is the wrong lens, go straight to that product.
How to choose between them
Four things the numbers above should change about your shortlist.
Start with the free tiers if there are enough of them
13 of 20 ai tools here publish a $0 plan, which is enough to run a real trial without a purchase order. A free tier is worth more than a free trial when you are evaluating: a trial expires on the vendor's schedule, a free plan expires when you outgrow it. The thing to check before you commit is which of the capabilities below sit above the free line, starting with quoted, the single most frequently named capability in this category's published tiers.
Read the spread before you read the features
$4 to $350 is a $346 spread on entry price alone, and a spread that wide is never about polish, it is about who the vendor built for. Tools at the bottom of this ladder are priced for one person or a small team; tools near $350 are priced for a department with a procurement process. Decide which of those you are before you compare capability, or you will shortlist four tools that were never competing for the same buyer.
Check which tier you actually land on
12 of 20 tools here publish three or more tiers, and the median vendor in this category ships 3 of them. The advertised price is the first rung, and the things teams tend to need, quoted, community support, custom credit allocation, are named in higher plans far more often than in entry ones. Price your shortlist at the tier that contains what you need, not at the tier on the pricing page's left edge.
The billing model matters more than the headline number
This category splits across 10 billing models: freemium on 6 listings, quote on 5, and 8 other arrangements across the rest. A per-user price and a flat subscription at the same headline figure are not the same purchase, the first one grows with headcount and the second does not. Multiply by your real team size before you compare two numbers side by side.
Compare ai tools directly
Every pairing below is a full comparison: the same checklist applied to both, so a gap in one is a gap in the other.
- Arize AI vs AutoGen
- AutoGen vs Avathon
- Avathon vs C3 AI Suite
- C3 AI Suite vs Cartesia
- Cartesia vs Deepgram
- Deepgram vs Galileo
- Galileo vs Gumloop
- Gumloop vs Helicone
Go straight to the numbers
- Arize AIpricingalternatives
- AutoGenpricingalternatives
- Avathonpricingalternatives
- C3 AI Suitepricingalternatives
- Cartesiapricingalternatives
- Deepgrampricingalternatives
Questions people ask about ai software
Answered from the listings on this page, and nowhere else.
- How is this ai ranking decided?
- Mechanically. The 20 approved ai listings on this page are sorted by their published rating, highest first, with the number of ratings behind each score as the tie-break and the product name as a final tie-break so the order is stable. Those ratings are aggregated from public sources, not collected from Softwr readers, this site hosts no reviews, so the order is a summary of what is already published elsewhere, not a verdict of our own. Nothing on this page is paid placement.
- Is this list re-ordered for remote teams?
- No, and it would be dishonest to imply otherwise. The catalogue records no data about which team sizes or roles each tool suits, so the ranking is the same published-rating order as the unsegmented list. What the remote teams framing changes is which of the figures below matter most. Remote teams pay per person and add people unevenly, which makes the billing model the first thing to check here rather than the headline price.
- How much does ai software cost?
- Across the 20 ai tools listed here, paid plans start between $4 and $350 a month, with a median entry price of $35. The most expensive single tier published in the category is $1,000 a month (Resemble AI). 13 of 20 also publish a $0 plan.
- What is the cheapest ai software?
- 3 of the 20 tools listed here cost nothing at all. Among the ones that charge, Cartesia has the lowest published entry price at $4 a month. Cheapest and best value are different questions: check which tier the capability you need actually appears in before you compare starting prices.
- Is there free ai software?
- Yes, 13 of 20 tools in this category publish a plan priced at $0. 3 of them are free outright, with no paid tier above. A tool is only counted as free here when it publishes a $0 plan, an open-source licence, or a starting price of zero, a free trial does not count.
- What features should ai software have?
- Judging by what vendors put in their own published pricing tiers, the most frequently named capabilities in this category are quoted (3 of 18 tools that publish plan detail), community support (2) and custom credit allocation (2). Treat those as the category baseline. Anything named by only one vendor, such as advanced admin and audit logs or custom concurrency, is a differentiator rather than a standard, so it is worth deciding whether you need it before it narrows your shortlist to one.
- How is ai software usually billed?
- freemium (6), quote (5), usage-based (2), Freemium with paid plans and pay-as-you-go credits (1), plus 6 less common arrangements, counted across the 20 listings on this page. The distinction that costs money is per-seat versus flat: a per-user plan at the same headline price scales with your headcount and a flat subscription does not. 18 of 20 tools also keep at least one tier unpriced and sold by quote.
- What does ai software actually cover?
- The 20 tools on this page do not describe themselves the same way. The subject tags they carry most often are llm observability (4), ai agents (3), automation (3), developer api (3), developer-tools (3). That spread is the honest answer to what the category means in practice: it is not one product shape, and two tools filed under ai may overlap on very little.
- How many pricing tiers do ai tools offer?
- 20 of 20 tools here publish a plan breakdown, and the median one has 3 tiers. 12 of 20 publish three or more. More tiers is not generosity, it usually means the capability you are buying for sits two rungs above the advertised price, so price your shortlist at the tier that contains it.
- How many ai tools are listed on Softwr?
- 20 approved ai listings appear on this page, including Arize AI, AutoGen, Avathon, C3 AI Suite. Each links to a full breakdown with its pricing tiers and plan detail, and the category can be filtered by price and sorted by rating above. You can also read the shortlist view at /best/ai, which ranks the same set by published rating.
Keep reading
Neighbouring categories
Adjacent in the same taxonomy, not a ranking.